{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5012eed4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "c1=\"#009ad6\"\n",
    "c2='#f15a22'\n",
    "c3='#7fb80e'\n",
    "c4='#6f599c'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9d20cbbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 20001)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=np.loadtxt('f60U.txt')\n",
    "x=np.load('de60j2.npy')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fe1622f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "tu=data[:,1:10001]/data[:,0].reshape(61,1)\n",
    "tin=2922/data[:,0]\n",
    "tr=x[:,:,3]/data[:,0].reshape(61,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3488d537",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QXl5e5d7Ge++9p/e78L///U83KQyV3dSpU5GRkQEAaNKkCT744IMq3Q6Q+x7r3LkzPv/8cxw4cACPHj1CZmYmsrOz8fjxY+zcuROvvvpqget6SEgIRo4cCY1GY7LYSistLQ3vv/++XtmyZcvQp0+fYvft27cv6tWrp9t+upwTlRxf/6ov/98jjtk3Pc4WS1SMt956C8OGDcOXX36J3377rUR3jm7cuIFJkybhxx9/xJ9//llu6yq9/fbb2LNnj17Zzz//rDdgvbqwsLDAyJEjS1x/3LhxOHz4sG47JCQEr732Won29fDw0EtOy9OpU6eQk5Oj2+7atWup1rCcOHGi3geSo0ePYtq0aSXa15TnlVf+94Qp1it0cXHB7NmzdXd8tVot5s+fj+3bt5d7WyX1zjvvYPTo0SZvJyAgwCTH/eWXX3Dw4EEAuQnZqlWrTDIpWEW1AwDPPfccRo0aZfA95u3tDW9vbwwYMADz5s3DyJEj9SYN27VrF3788Ue8+eabJomvtDZt2oTExETddqdOnfTu4hdFEAR069YN9+7d05XduHEDAwcOLPc4S6uqvHeq6+tfk+T/e1QekzFR0ZhcEpWAj48PfvjhByxduhT79+9HcHAwjh07hqtXr+olDvlduHAB7du3x8mTJ1G/fn2jYvj2228LdG9855138NJLLxl13MqqRYsWcHZ2LnH9Hj166G2fPXu2xPsGBgaa7O7emTNn9LZLm+w9++yzetul+ebblOeVV/6ZN62srEzSzuzZs/H9998jISEBAPD333/j7NmzZusS7u/vD39/f7O0bazo6GjMnTtXtz158mR069atyrbzVOfOnUtc18fHBwcPHkTPnj1x6tQpXflnn32GSZMmwdra2hQhlspPP/2kt/3pp5+Wav+8d86Agu9Vc6kq7x1zvv579+7Fjh07cPz4cURHRyMlJQVOTk6oVasWevTogWHDhqFr166liuep69evY/v27QgJCUF4eDgSEhKQnZ0NBwcHeHt7o2XLlujevTsGDx4MNze3Qo8RERGBunXrAshdeiokJKRUMeTdvzS2bduGIUOGlLh+/vfx0x4UZDrsFktUCgqFAgMHDsTSpUtx7tw5pKWl4fz581ixYgUGDhxY6LfxsbGxeOGFF4zqavX7779j5syZemXjx4/HV199VeZjVnbNmjUrVf06derA3t5etx0ZGVnipWPK8geupCIjI/W2S7uuWb169fS6gz58+LBSnFdRShpfadnb2+Pdd9/VK/vwww9N0lZ19/rrryM5ORkA4OnpiUWLFlXpdsrK0tISGzduhEz233ftsbGx2L9/vxmjynXv3j29rt/169cv9ZdTUqlUb7sivmyqLsz1+p8/fx4dOnRA3759sXLlSly7dg3x8fFQqVSIjY3FpUuXsGzZMnTr1g3PP/88wsLCShzPvXv3MHjwYLRo0QLz58/HoUOHEBERgbS0NKhUKsTHx+Pq1avYtGkTpkyZAi8vL7z88su4fft2qc67MjHV3yMyjHcuiYwgl8vRtm1btG3bFm+99RYSEhLw9ddfY+nSpXrJ5JUrV7B582a88sorpW7jn3/+wbhx4/QukMOGDcOaNWuq9QcFFxeXUu/j7OyM1NRUALndJlNTU0u0lmPepLS8JSUl6W27urqW+hguLi5IS0sDAGg0GqSlpZUoZlOeV175vxnOzs42WVtvvPEGli1bhujoaAC5k2SEhIQUuHNNhm3ZsgXbtm3Tba9YsQKOjo5Vth1jNWjQAIMGDcJff/2lK9u/f3+p7o6YQt5u/gDQv3//Ul/z4+Li9LbLe7Kt6swcr/+2bdvwyiuvICsrC0Dul6xjx45FmzZt4OTkhISEBJw6dQobN25EeHg49u/fj44dO+Lvv/9Gly5dijz2/v37MXLkSN3fJA8PD4wYMQJdu3aFt7c3bG1tkZiYiMjISAQHB2PPnj1ISEjA5s2b4eHhgeXLl5fq3EsjMDAQ69atK1Hd0g4zevpaPsWJlEyPySVROXJxccGiRYvQvXt3DBkyRC/B/PXXX0udXAYHB2PEiBFQq9W6st69e+OPP/4o8I1odVOWLmn5/2ikp6eXKLksajZaY+WffbIsf9jy71PS5NKU55VX/oThaSJsClZWVpg3b57euKcPP/xQb9wcFe3tt9/WPe7fvz9efPHFKt1OeXj22Wf1ksvKcKcm/4Lv3bt3L/Ux8t/VMnZ4Rk1S0a//2bNn8dJLL0GlUkEQBHz11VeYM2dOgb/1vXv3xnvvvYcPPvgAS5YsQUJCAgYOHIiLFy/Cz8+v0GNfvHgRQ4YMQVZWFgRBwAcffIAPP/zQ4BCGiRMnIjMzE+vWrSt2ZvPyYGNjU+reSiWV/29wST4TkHGYXBKZwIABAzBu3DisXbtWV3b8+PFSHePMmTMYNGiQ3l2gzp07Y9u2bSabDKMyKcvYoPxjKUwxsUxp5Y+hLOM98u9Tkhl0K1L+CaWe3lU0lcmTJ+Obb77RTSl/8uRJ7Nq1C/379zdpu/mFhoYiKirK5O0EBASU6wy8T7upArkT2JSlB0RkZGSB/S5duoRWrVpVeDvlIf/vcP47TuZw9+5dve3SjlHUarU4efKkbtvCwgIdOnQol9iMVRXeOxX5+ufk5GDkyJFQqVQAgMWLF2P27NkGjy2Xy7F48WJoNBosX74cSUlJGDNmTIGEGABUKhVGjBihu4P37bff4o033ig2fmtra7z++ut48cUXC8wdUJXk/z2rU6eOmSKpOZhcEpnIiy++qJdcpqenIyUlpUTfml29ehV9+/bV+8atdevW2L17d43p0hEfH1/qffLO6ieRSCqsW2hRnJyc9LafTkZTGnn3kUqllTK5lEgkuqV38i6VYwpyuRwfffQRxo8fryubN28e+vXrV6FdxRctWoQNGzaYvJ1169bpnSuVv/x3+Z9+yDen+/fv620buitlyLlz5/S65Xfo0KHYvx+PHj3CypUrceDAAdy7dw+pqalwcnJCixYtMHToUEyaNAkKhaJUcRSmKrx3KvL1//XXX3Xtde3aFbNmzSpRG19++SX++ecfhIWF4fjx4wgODsYzzzyjV2fjxo26GWufe+65EiWWebm5uWHAgAGl2qcyyZ9clvb/kUqPE/oQmUhhF7CS3I27ffs2evfurfdHqWnTpti3b1+N6s5x/fr1UtWPjIzUjbcEcsdlVIYxqfnHh1y5cqVU+9+7d0+vm2mdOnUqxXnlpVAo0LhxY932gwcPTDruEgBGjx6NJk2a6LYvX76MrVu3mrRNqr5iYmL0tg3NkFmR8n5ZBpS+m3v+MWyDBw8usv6KFSvQoEEDfPHFFzh37hwSEhJ0k8gcPHgQr7/+Opo3b45bt26VKo6qqiJf/9WrV+sez507t8TXeEtLS71kMe9xnlqzZo3esWua/L+vpZ1Uj0qPdy6JTKSw7o/FTVITGRmJXr16ITY2VldWt25dHDhwoFJ82KlI165dQ2JiYomXIzly5IjetrmWp8ivY8eOetuHDx/GRx99VOL9808qkf94lUXbtm1x8+ZNALmTDoWGhqJNmzYma08qleKTTz7RG8e3YMECDBs2zGRtVhd///13qe/MXblyRe+DqYeHB3799Ve9Og0aNDBLO+Uh/7CFyrB2sFwu11vqKjU1tcTXw5iYGPz222+6bUtLS0yYMMFg/U8//RQLFiwAkPs3Z/r06WjatCm8vLwQGxuLXbt24eeff8bdu3fRq1cvXLhwAR4eHmU8s6qhol7/9PR0nD9/XlevX79+pYpz2LBhutnk8y8HkvfY1tbWBe5q1gR5Z/x1dHQ0yfWD9DG5JDKRc+fO6W17enoWOVYyOjoazz77rF6Xwlq1auHQoUOoVauWyeKsrFQqFTZv3ozp06eXqH7+LlZBQUGmCKvUOnbsqPch5fjx4wgLCyvxH7i8XauBynNe+XXr1k0vCbhw4YJJk0sAGD58OFq3bo1Lly4ByP2GetOmTSZtM6/169dj/fr1FdZeeSnL71DepTqA3A/BvXr1qhTtGCs5ORl//vmnXln+9WXNwd7eXm9oxOXLl0u8FMa7776rt++YMWMMfrl58uRJ3Rdeb731FpYsWVLg/6FPnz4YOXIkevXqhcePH2PevHmF3iUrqarw3qmo1//q1au6SftatmxZ6juktWvXhru7O2JjYxEdHY2YmBh4enoCyE2snh67VatWBf5fK4uMjIwS9VaSy+Vo1KhRiY/75MkTvc9Uplxjl/7DbrFEhYiPj8fvv/+uG0NWWjk5Ofjuu+/0yp5//nmD9RMTE9G7d2+Eh4frytzc3HDgwAGzrVVYGXz22Wclmnl03759enf4rKys8PLLL5sytBJzdHTE8OHDdduiKJa4a9LWrVv1Fne3tbWtNOeVX/7f76NHj5q8TUEQ8Nlnn+mVffzxx5VivBxVHXPnztWbfEgul6Nv377mC+hfbdu21dsu6Rcna9aswcaNG3Xbzs7O+Pzzzw3W//zzz6HVatGsWTMsXbrUYALSpUsX3Zd9mzZtMnnXd3OrqNc/7/wCT5PC0sq7X97j5X3s7u5e5DESExNx/fp1gz+mvK6eP38ezZs3L/bnueeeK9Vx8/8dKupzGJUfJpdEhUhPT8crr7yC5s2b49dffy2wTlJRsrOzMXr0aNy4cUOvfOzYsYXWT0tLQ58+ffTqOzo6Yv/+/WjatGnZTqCaiI6O1ptBrzBhYWEFXttx48ZVqvX0Zs2aBYnkv8vt33//XSApyu/y5cuYPHmyXtnkyZMrxSRFhfH19UVAQIBuOzg4uELa7devn976bhERERUyCyVVPl999RUuXLhQ4vpqtRpz5szBL7/8olf+2muvFTvDaEREBARB0Pt5Ontxecl/l2zTpk3Fzjq+atUqvPbaa3ply5YtMzisIj09Hfv37weQOwldcUtcPe1WqVQqdd0tq6uKeP0B/aWbyjpZW979UlJSdI/zzkNQ3Ozpv//+e5GJ3ePHj8sUmznl7yZc2i7HVDZMLomKEBoaijFjxsDT0xNTpkzBli1bDC6zEBUVhR9//BFNmzbFli1b9J4bNmyYwe40gwYNKtCFdvbs2YiPj8fBgwdL9ZN3EiBDTpw4Uei++T+UZWdnG2wnNDS02HaM9XQinN27d6NTp044cuQIRFHUPZ+RkYHVq1ejffv2emNUPTw88MUXX5g8vtIIDAwsMPvf/PnzMXz48AJdgZKSkrB48WJ06dJF70NC/fr1i01IzW3UqFG6x48fP66wD59F3RWgmmPv3r0IDAxEly5dsGLFCly/fl1vjeCnUlJS8Mcff6Bdu3ZYunSp3nP169fXjT00t0mTJumN8dNoNOjXrx/WrFmj94WnKIo4ffo0Bg4ciFdffVVvfeUPPvjA4BebQO76h09fowULFhRImPP/DBw4ULevqZccMreKeP0B/cQw/5qMJZV3v7wT/+U9tinXHzZWUFAQRFEs9qc0X+CIoogdO3botjt16lSje4JVKJGICrh//74IwOCPi4uL2LhxY7FDhw5iy5YtRXd3d4N1O3ToIKakpBhsq6h2SvsTHBxc7Ln5+voa3c64cePK78X+V3BwsF4b8+fPF3v37l3gdW/Tpo3o7+8vWllZFYhLoVCIBw4cKHVbCxcuLHW8+X9HintNsrOzxV69ehX6enp7e4uBgYFi48aNRQsLi0J/3y5cuFAh52WMiIgIURAEXfvvv/9+iffN/3uZlJRUqrbz/64YcywqKP/vlq+vb6VrJygoqNBrQv369cU2bdqI7dq1E+vVqydKJJJCf088PT3FO3fulKitwv5G3L9/v2wnXYRffvml0FhtbGzEZs2aia1btxZdXFwKrfPOO+8Ue/wtW7aU+e/A+vXry/18KxtTv/6iKIonTpzQ7dOhQ4cyxZn3M0hUVFShx+7UqVOpj5v3PZX/9zvveyAoKKjUxzZ2/+KcPXtW7//jhx9+KPc2qHCVc2QvkZnZ2tqiZcuWBpeNSEhIKHa9QolEgqlTp2LRokWVbl3CqkAikWDLli0YMGCAritSUa+7nZ0dfv/9d5NP/lFWCoUCu3btwqRJkwrMfhkVFWWwK2fDhg2xY8cOvWU3KitfX1/069cPu3btApDbzeqzzz7T6xJsKp9//jkOHDhg8naoalEqlXpj2Q3p168f1q1bV+y4tKfyjzeUyWTFdjssi4kTJyIqKgoLFiwo0HPD0AQo7u7u+OmnnzB06NBij5/3zu6HH36IkSNHljg2Hx+fEtetqkz9+gNA8+bNIZVKodFocOXKFahUqlJN6vPo0SNd7x1PT0+9Lt3NmjXTO7Zara60k/qUt7xjZO3s7DB69GgzRlOzsFssUSFcXV1x+fJlhIeHY+nSpRg4cCCcnJxKtK+XlxdmzJiBy5cvY+XKlUwsjeDg4IDDhw/jyy+/hKura6F15HI5XnzxRYSGhlb6hZ7lcjk2bdqEkJAQ9OzZs8g/8vXr18eSJUtw/fr1KpFYPvV0Snwgd2mdikr42rVrhyFDhlRIW1Q5ffjhh3jttdcQEBBQ7NhBIPdLxBEjRuDIkSPYtWtXiRNLIHeG1bzGjBlj8BplrHnz5uHYsWPo0qVLkesfNmnSBN988w3u379f4sQm71hAqVSKZs2alfinMo1rNyVTvv5AbuLzdPKg7Oxs7Nmzp1Tx/fXXX7rHPXr00HvO3t4egYGBAHLX2c6/tFV1pVQq9ZaCmTBhQqWdr6A6EsS8X8UQkUGiKCIyMhJ37tzBgwcPkJKSgqysLFhbW8POzg7e3t5o2bJljfg21xRCQkL01uBauHCh3nqQarUap06dwrVr15CUlAR7e3v4+PjgmWeeqbIfcpKTk3H8+HFERUUhISEBNjY28PDwQKtWrdC4cWNzh1dmgYGBujG8gwYNwt9//23miKimyczMRGhoKCIiIhAdHY309HRotVo4OjrCyckJ/v7+ujtGZTF69Gjdh1cLCwvcvn27QsZzxcTE4MSJE4iJiUFKSgocHR3h7u6ODh06lGltzsTERLi5uUGr1aJHjx4VNhFXVVXer/9Tq1evxtSpUwEA3bt3R0hISJGJ7FNKpRLNmzfH3bt3AQAHDx4ssIxO3mM/99xz2LdvX4nj6tGjh24N6fv378PPz0/3XEREhO53PigoqMDkOcUxdv+ibNy4EePGjQNQse9P+pdZO+USEf3L3OMFqfzs2rVL9/8oCIJ469Ytc4dEVK68vb11v+NTpkwxdzhG6dmzp+69evbsWXOHUyNlZ2frjTtfvnx5ifabM2eObp/OnTsXWkepVIp+fn66et99912J46qqYy6bN2+uO/bUqVPL9dhUPHaLJSKicpV3eRBRFLFo0SIzR0RUfm7duqUbIy2XyzFv3jwzR2Scjz76CIIgQBRFjBgxArdu3Sqy/sOHDwss30LGUSgU+OOPP3RjLWfNmoWlS5caXGs7JycH7733HpYsWQIgdwiJoXU45XI5/u///g+WlpYAgLfeegsLFiwodp1SlUpVqWeYNWTXrl24du0aAMDS0rLKvz+ropoxqpeIiCrU8uXL0aFDB2i1WmzcuBHvvvsuGjVqZO6wiIyWd9zapEmTUKdOHTNGY7xu3brhiy++wPvvv4/IyEi0bt0aY8aMQZ8+fXTnFh8fjytXrmD//v04cuQIOnbsiEmTJpk58uqlU6dO+O233zB27FhkZ2djzpw52LBhA8aMGYM2bdrAyckJCQkJOH36NDZs2ICwsDAAgLOzM7Zt24Z69eoZPHa7du3w559/YtSoUUhJScGnn36KVatW4cUXX0TXrl3h7e0NOzs7ZGZm4sGDBzhz5gy2bNmCR48eAcidsEoulxs8fkxMDNavX1+i8xw1alSBYxU1QVJ+rq6u8PT0LPQ5URQxf/583fbcuXON6q5MZWTmO6dERKIosltsdTR58mTd/+fw4cPNHQ5RuRg+fLhumZOHDx+aO5xys3btWtHOzq5Ey5D069fP3OFWW2fOnBEDAwNL9P/w7LPPirdv3y7xse/evSv279+/xMvNSKVScejQoeLNmzcLHKu4JdsM/TxdGqqs+8+YMcPg+f3xxx+6ej4+PmJGRkZpX34qB5zQh4gqheIm9CEiItNKTk7GL7/8gn379uH69etITEwEkHt3rEGDBujYsSP69u2LoKCgClliqKYSRRF79+7F33//jePHjyMmJgapqalwdHRErVq1EBQUhGHDhqF79+5lOv61a9ewbds2HDlyBOHh4UhISIBSqYS9vb1uUrlOnTphxIgR8PDwKPQYeSfkKY2kpCQ4OjqWef8ZM2Zg+fLlpd6PKg6TSyKqFJhcEhEREVVt/NqJiIiIiIiIjMbkkoiIiIiIiIzGbrFERERERERkNN65JCIiIiIiIqNxnUsqNU9PT2RkZFT5tb2IiIiIiKqDBw8ewMbGBjExMWaNg8kllVpGRgaUSmWJ6t5LUyFbrdVte9tYwFHOG+ZElVVGRgYAwMbGxsyREFF54/ubqPoq6WdzU2NySaVWp04dZGRk4MaNG8XWbb/9Ps7FZeu2P+vuhQmNHU0YHREZ4/DhwwCAnj17mjkSIipvfH8TVV9+fn6V4osj3kIiIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5JCIiIiIiIqMxuSQiIiIiIiKjMbkkIiIiIiIiozG5LAeiKCI8PBxbtmzBBx98gL59+8LT0xOCIOh+KtKqVav02vbz86vQ9omIiIiIqOaRmTuA6mDu3LlYunSpucMAAERGRmLu3LnmDoOIiIiIiGoY3rksBxqNRm9boVCgbdu2FR6HKIqYOHEi0tLSYGNjU+HtExERERFRzcXkshz4+/tjxowZWL9+Pa5cuYL09HScP3++wuP44YcfcPjwYchkMnz66acV3j4REREREdVc7BZbDqZOnWruEBAeHo733nsPAPDOO++gdevWZo6IiIiIiIhqEt65rAa0Wi0mTJiAjIwM+Pv7Y8GCBeYOiYiIiIiIahgml9XAihUrcOzYMUgkEqxduxYKhcLcIRERERERUQ3D5LKKu3PnDj788EMAwMyZM9GhQwczR0RERERERDURk8sqTKvVYvz48cjKykKDBg3w2WefmTskIiIiIiKqoTihTxW2ePFinDp1CoIgYM2aNbCysirX4wcEBBRaHh4eDnd3dxw+fLjYY6SmugCQ67Zv3ryJw4+zyitEIipnGRkZAFCi9zcRVS18fxNVX1qt1twhAOCdyyorNDRUN3HPa6+9hqCgIDNHRERERERENRnvXFZBGo0G48aNg1KpRJ06dfD111+bpJ0bN24UWh4QEICMjAz07Nmz2GPYb78PxGXrtps2bYqejR3LK0QiKmdP72iU5P1NRFUL399E1ZdEUjnuGVaOKKhUvvrqK5w/fx4AsHr1atjZ2Zk5IiIiIiIiqumYXFYx165dwyeffAIAmDBhAp577jkzR0RERERERMRusVXO2rVrkZOTAwBwdnY2OEPs/fv3dY9TUlL06r399ttcC5OIiIiIiMoVk8sqRhRF3eMlS5aUaJ/k5GTMnz9ft/3GG28wuSQiIiIionLFbrFERERERERkNCaXVczy5cshimKxP8HBwbp9fH199Z5zdHQ03wkQEREREVG1xOSykunRowcEQYAgCPjoo4/MHQ4REREREVGJcMxlOUhOTsbixYuLrDNv3rwCZYYm4yEiIiIiIqpqmFyWg+TkZHz++edF1inseSaXRERERERUXbBbLBERERERERmNdy7LgZ+fn94SIcYICQkpl+P06NGj3GIiIiIiIiIqDu9cEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0ZhcEhERERERkdGYXBIREREREZHRmFwSERERERGR0WTmDqA6EEUR9+7dw8WLF3Hp0iXdz5MnT/TqlKfExEQcOHAAR44cweXLl3H37l2kpKRAoVDAw8MDbdq0wdChQ/HCCy9ALpeXa9tERERERET5MbksB3PnzsXSpUsrrL05c+bg22+/hVqtLvCcSqVCeno6wsPDsWXLFjRs2BAbN25Ex44dKyw+IiIiIiKqeZhclgONRqO3rVAo0KxZM1y4cMEk7d24cUOXWPr6+qJnz55o06YN3NzcoFQqcf78eWzatAnJycm4e/cuevXqhYMHDzLBJCIiIiIik2FyWQ78/f0xY8YMtG7dGq1bt4a/vz9kMhkEQTBJexKJBMOGDcOMGTPQrVu3Au2MHTsWH374IQYNGoSzZ88iIyMD48ePR2hoKCQSDrMlIiIiIqLyx+SyHEydOrVC2/v111/h7OxcZB0PDw/89ddfaNCgAbKzs3H79m0cP34c3bt3r6AoiYiIiIioJuFtrCqouMTyqVq1aiEoKEi3feXKFVOFRERERERENRyTy2rO3t5e9zgzM9OMkRARERERUXXG5LKau3r1qu6xn5+f+QIhIiIiIqJqjcllNXbw4EHcvn0bACCXy/Hcc8+ZOSIiIiIiIqquOKFPNZWRkYFp06bptt988004OTmV6hgBAQGFloeHh8Pd3R2HDx8u9hipqS4A5Lrtmzdv4vDjrFLFQUQVJyMjAwBK9P4moqqF72+i6kur1Zo7BAC8c1ktabVavPzyywgLCwMANGnSBB999JF5gyIiIiIiomqNdy6roddffx07d+4EADg4OODPP/+Era1tqY9z48aNQssDAgKQkZGBnj17FnsM++33gbhs3XbTpk3Rs7FjqWMhoorx9I5GSd7fRFS18P1NVH1VlrXsK0cUVG5mzJiBn376CUDuTLF79+6Fv7+/maMiIiIiIqLqjncuq5E333wT33//PYDcO5b79u1Dhw4dzBwVERERERHVBEwuqwFRFDF9+nTdHUsnJyccOHAAbdu2NXNkRERERERUUzC5rOK0Wi2mTJmCtWvXAgBcXFxw8OBBtGrVyryBERERERFRjcLksgrTaDSYMGECNm3aBABwd3fHwYMH0bx5czNHRkRERERENQ2TyypKo9FgzJgx+OOPPwAAnp6eOHToECfvISIiIiIis+BssZVMjx49IAgCBEEwuDalWq3GqFGjdIllrVq1cOTIESaWRERERERkNrxzWQ6Sk5OxePHiIuvMmzevQNlnn31WpvYmTJiA//u//wMASKVSzJo1C6GhoQgNDS1yvzp16qBNmzZlapOIiIiIiKgoTC7LQXJyMj7//PMi6xT2fFmTy2PHjukeazQazJ07t0T7jRs3DuvXry9Tm0REREREREVht1giIiIiIiIyGu9clgM/Pz+IolguxwoJCSm2TkRERLm0RUREREREVF5455KIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIzG5JKIiIiIiIiMxuSSiIiIiIiIjMbkkoiIiIiIiIwmM3cA1YEoirh37x4uXryIS5cu6X6ePHmiV8dUtm/fjt9++w3nz59HTEwMbGxs4Ovri4EDB2Lq1Knw9vY2WdtEREREREQAk8tyMXfuXCxdurTC201KSsLLL7+Mffv26ZVnZ2cjISEBFy9exPLly7Fq1Sq8+OKLFR4fERERERHVHEwuy4FGo9HbVigUaNasGS5cuGCyNrOzszFgwACcPHkSAODm5obJkyejWbNmSE1NxbZt27B//36kpKRg1KhRsLKywsCBA00WDxERERER1WxMLsuBv78/ZsyYgdatW6N169bw9/eHTCaDIAgma/Obb77RJZaNGjVCcHCwXvfX1157DUuWLMHcuXOh0WgwefJk3L17F/b29iaLiYiIiIiIaq4qn1zev38fK1euREhICMLDw5GamgqtVlvkPoIgQK1Wl1sMU6dOLbdjlURqaiq+/vpr3famTZsKHVc5Z84cHDp0CHv27EFsbCyWLVuGhQsXVmSoREQVRhRFXIjPxt+RaQhPUcLLRo42rpZo42KJRg5ySCVl/8JP1GogJsRAG/sA2riH0MY+AJRZENxqQ+pdH5Ja9SE4e5n0S0UiIqLKrkonlxs2bMC0adOgVCoBmHbSnMrk77//RkZGBgCga9euaN++vcG6c+bMwZ49ewAAv//+O5NLIqpWcjQijkRnYO+dGMRfPoEW0RcwJOky6mdFIV1qiXgLRzySO+CawhFaOxdYOrnCydUdXl4eqO3lCbmjKwQHFwg2jkB2BrSxD3OTxyeRuY9jH0KMfQBtfBSgURUdjMIaEu96kHo3gKRWfUi8//3x8IUgs6iQ14OIiMicqmxyefbsWUyaNAmiKEIURXh4eKBt27ZwcXGBRFK9V1jZvXu37nH//v2LrBsUFAQbGxtkZGTgzp07uHv3Lho2bGjqEImITCYtR4N9kcm4du4MpDdPolP8JXyYegcy6PdasddkwV6ThXrZ0bkFcfrHUf37AwBaQQKJWHSvl2IpM6G9fx3a+9f1y6UySNzrQFKrPqRNO0DefTgEazvj2iIiIqqEqmxyuXjxYmi1WlhYWOCHH37AxIkTq31S+dTVq1d1j4u6awkAMpkMrVu3xvHjx3X7lkdyqdFoEBf33yc1R0dHWFgU/818WloacnKsIZfLC30+ISFBr1uzvb09FApFoXUTExP1JlMqqm5SUpJeV2g7OztYWloWWjc5ORkq1X93KGxtbWFlZVVo3ZSUFOTk5Oi2bWxsYG1tXaK61tbWsLGxKbRuamqq7o48AFhZWcHW1rbQumlpacjOztZtW1paws6u8A+u6enpyMrK0m0rFAqD43AzMjKQmZmp25bL5XBwcCi0bmZmpu5uenF1s7KykJ6ertu2sLCAo6NjoXWzs7ORlpam25bJZHByciq0rlKpRGpqqm5bKpXC2dm5RHUlEglcXFwKrZuTk4OUlBTdtiAIcHV1LbSuSqVCcnKyXpmbm1uhddVqNZKSkkpUV6PRIDExUa/M1dW10C6YWq0WCQkJemWGvnQTRRHx8fEF2pJKpYXGkfc9DwBOTk6QyQr/M5K/blHXiPj4eL2eJw4ODgWuETEZKoRcuIros8HweXAenZOv4zlNVv5DlZnRiWVRNGpoo+9BG30P6vMHoNy6HPJnR0HeZzwkTh66arxG5OI1IpcprxH535+luUY4OztXymvEU/wckYvXiFw16RqRf4JRsxGrKG9vb1EikYjvvfeeuUMxCIDup7xotVrRwsJCd9x79+4Vu8+YMWN09T/77DOjY/D39xcFQdA7v7NnzxZat922eyJWhf7303moGBwcbPDYvr6+esf9559/iowjb93/+7//M1g3MDBQr+66desM1g0KCtKr+/333xus269fP726ixYtMlh3+PDhenUXLlxosO64ceP06s6dO9dg3enTp+vVnT59usG6c+fO1as7btw4g3UXLlyoV3f48OEG6y5atEivbr9+/QzW/f777/XqBgUFGay7bt06vbqBgYEG6/7f//2fXl1/f3+Ddf/55x+9ur6+vgbrBgcH69V1dXU1WPfs2bN6da2trQ3WvX79ul7doq4T9+/fL1A3PT290LqxsbEF6sbGxhZaNz09vUDd3377TTx06FCh9fPXvX79usGYra2ti71GaLVaUZuRKrb0cRNbOsnFIA9LcXBtG/Hqjx+JCX/+IF796VMx+POZ4j9vjxVDx7cTU0bVM/vP49H+4vEpPcVf3xolrpo5UQx+9Xnx0ZiAsh1vTGMx86e3RfXD26Io8hrxFK8RuUxxjTh06JD4559/GnWNuH//vsE4yvsa8ZSrq6teXX6O4DWC14jCrxFFxVxRquydy6ffzA8YMMDMkVSs9PR0vW/DDH3zkVfeOvm/DSlKQEBAoeXh4eEFys6dO6f3zdBTqakuAPS/Xbx48aLBSZfyfnMGAFeuXDH4bV/eb7gA4Pr16wa/NcofW2hoKA4fPlxo3fyv0e3btw3WzX+HKCwszGDd2NhYve379+8brBsdHa23/eDBA4N1Hz16VGDbUN0HDx4UaMdQ3fv37+ttx8bGGqwbFhamt52QkGCw7u3bt/W2k5OTDdYNDQ3V205LSzNY9/p1/a6IGRkZButeuXJFbzs7O9tg3cuXL+ttq1Qqg3Vv3bqlt63Vag3WjYiIKFBmqG5MTEyBspCQkELfG4W9x48dO1bot7p5v31+6um3x4ZiyevMmTN48uRJoc9ptVoIAHysZWhgb4GUHatw98BqWKY8gSItDtLsDMhyMiCIIo52twOQ51vy4xsBAL7//pSUSmKBJPeGUPo0QbpnI3z1xefQJMfB3dEerm7uaN08APYyQJGdBntlKtxVSXBU619HtBDwWOGKCEsPRFh5IsLSE/etvHSPEyzsgfx3g0QR3soENMp8hEaZD9E486HusWdOkuGANSqojv4J1dE/kVy7OdyT9f+feY3IxWvEf4y9RuS/k/RUaa4RJ0+exL179wqNI7/irhF5GfocAUDvcw/AzxFP8RqRi9eIyqXKJpcuLi6IiYkxeMGorvJf3Epy/nnr5L2FT0RkDFEEnuQISM/MhFNqDBzTouGQ9gR2aU8Q/JwX6loBVtJ/E7F7xSerZRFp5QlNvZZQ+zRFumcDaGX/dWm7lAZEPsoEHmUCiMGCbkMQFBQEAIjSCDiWY4F7WQLiUjMRdu8ekmW2eGjpjhy5NeTWtoDMAioREFHMDLCCgChLV0RZuiLEuZXeUw6qdDTMfITGmQ/RJ+EcBsSfggRigUM4PryGL92B4SPb4tus2tiRZoMw9+Y4nGYJiQAIAKQQIfz7OM7TH2iWBWi1gKjFE6e6uJQlh1wQUVeuhrWkYBtERESmVmWTy8DAQPzzzz+4c+cO2rRpY+5wqqUbN24UWh4QEICbN2/qlbVr1w7t2rUrUNd++30gTv9bxDZt2qBHjx6FHjv/+IWWLVuiZ8+ehdbNP86gWbNmBuvmHzvg7+9vsG7+b28bN25ssG7+bzgbNGhgsO7KlSv1tuvWrWuw7saNG/W269SpY7Dun3/+qbft4+NjsO7TmYOf8vLyMlj36NGjetvu7u4G6164cEFv28XFxWDd/L87jo6OBuvm/4bUzs7OYN383/7a2NgYrJv/23hLS0uDdfOPQ7KwsCjx75lEIjFYt7D3l6G6hX072aNHj0LH2uQfxwQA3bp1K3TMRv5v7YH/xvDkj0UURcDZG/D1h+Drj0AvR6TevYaOJ1ahtrJgm962plmS47HEDoeTBATfeYgjD5Kw/s9vDU5sVpprRLt27RB+/rxu++d16zB+/HgAgEYrQqUVkfPvz8ChL+D0uQuAW22gYSAa9n8ZDy2cka0pmNClWNjivEMTnHdogt+8eqNe5mO88Wg7RsUcgpU2p0D9tpIkbLBJwj0XL/xg0wrLoywhF1VwVqXBRZUKZ1UqXFSp6FbHBYO9OsFFlQondSpcVDfgvP00ZKIG5xz8cbnVcAS0aYsBdWzh48NrBMBrBJB75zP/XUCgdNeIzp07w8/Pr9A48uvQoYPBXlD5XzdDnyMAFBiLyc8Rufg5IhevEZWLIIpVc/2OPXv2oH///ujVqxf2799v7nAKlXcgfXm9zGlpaXoDp1NTUw0Oun5q9uzZWLZsGQBg7ty5+Oabb4yKISAgAKmpqbh48aKuzNBA/Pbb7+NcnuRyRWtbvNbCgwPxwYH4T3EgfvF1K3JCn8uXL0MikaJhh264EJeF8/HZuBCfjQtxWfCLDcXQuGMYEncCPsr4AsczhhoSJFvYIllmiySZHZItbJFmYQtLe0c4OTvD09sbjTp0Q6aVE7R5rqeV5RohkStwPi4bx2IycTQmE8djspCmMjxJkGtOMqY83oWpj/+Bs7rwroDGOmXvj598BiG8fjc842mJ5zzlaOssg42VFa8RqJnXiMOHD0Or1aJly5Z65ZzQp/i6/ByRi9eIwutWhmtEmzZtYG9vb/aks8omlwDw6quvYvXq1Xj//ffx+eefmzucAkyRXIqiCLlcrrvA3bt3D3Xr1i1yn7Fjx2LTpk0AgM8++wwffvihUTEEBAQgIyOjRH298yeXa7t7YUJjR6PaJyLTOBeXhVkHbuF6lgVStFJAFBGYehtD4o5jSNyJQu9QlkSq1ArhVrUQbu2NMKtaCLfyRozCOTeRtLBDsswWaVIreFrL0NXTGl08rNHV0wotXSxhITHNHVBTU2tFXE3MxtHoLByNycTR6EwkKAvO5GetycYr0QfwxqPt8MsufGyasR4q3LC6Vn9s9HoeUjtH9KttiwF1bPG8jw3s5YUnCfmJmWlQ3zoHza2zEDNSIK3TBFL/jpD4NCr0Sw6qnJ6O3TJ0J4SIqi4/Pz/Y2NiYPbmsst1ijx49ilGjRuHWrVv46quvsHv3bowZMwZNmzY1+C1OXt27d6+AKMufIAho1KiRboDy/fv3i00u8w6obtKkiUnjI6Kq6fewFIw/EgWVRoG2aXcwNPY4BscdR50SJpTZEgvcs/RCuLU3wq1qIcy6FsKsch/Hyh0LToIDwN9Rjj6e1ujqYYWuntaoa2dRbRIVmURAG1crtHG1wszmzhBFEQ/S1UjK0SA1R4vUHA1SVdrcx6pJ2JI9GrVvHUbni7+jTvzt4hsohdrKOHxybz3ei/gDmz2ewU8Jg7Dxbh1YSIAgLxt08bCCu5UUrgoZXC2luT/IhtODyxBunYE69HTu2p15lmt5ek9GsHeGtGlHyJp2yE02vetXm/9DIiIqvSqbXPbo0UPvD9jVq1fx9ttvl2hfQRD0ujZUNS1atNAll2fPni3yG0i1Wo1Lly7p7UtElNfSqwn48tgdzIjai7HR++GrjC1+JwDprnUhad8Xrl37wa52I7hLpGiXZ3zif/8COZr/tjWiCF9bC7hYVtk/QaUmCAJ87SzgiyLWA+4wGuLYV6AJPQ3lP6uguao/XgkKawi2jhDsnCDYOuX+a+cIia0zBLvc8szHEVAe/A2WaQW/FLDWKjExei8mRu/FYafWWOkzCAc0bXHwcQasNNnokHIL3ZKvolvyVdRKuwuVWPyaaWJqItRndkN9ZndugYMrZE07QObfEdKmHSHxqstkk4ioBqnSf9mrcI9eo/Tr1w+bN28GAOzevRvvvfeewbpHjhzR9WFv2LAhGjZsWCExElHlpxVFLN15FLYhvyI09igUYvFfukm86kHWsR8s2ucmlPkTB6lEgFQioPCRSFQcQRAgC+gEWUAnaFMTICbH5SaUtk4Q5IWPBcvLAYA45DWoz+6Bcu96aMOvFFqvZ9Il9Ey6hDArb8TIndEu9VaJ/v+LlRIP9eldUJ/eBQBItHLFPe/WyKzfFnVatYd/QDPIZCXriktERFVPlU0u161bZ+4QzGbQoEGwsbFBRkYGjh07hrNnz6J9+/aF1l2yZInu8ahRoyoqRCKqxES1Ctln9uLW1jWYGnu92PoSr7qQdegHiw79ISkkoSTTkNi7APaFTxBRFEFmAYvOg2DReRDUYZeRs3c91Gf3AJqCyWODrCg0yIoq0XGVggzn7JsgSuGCjimhJeoy7ZwVD+fwA0D4AWA/ECOzRoR7ANT1W8O7RXvUbxUIqXXRk9IVRtRqIMY/Rtbj+4iNCEN2ZiZc/NvCrVUn/n4SEZlRlU0ux40bZ+4QTKJHjx44cuQIAGDhwoX46KOPCtRxcHDA22+/rXtu7NixOHz4MLy9vfXqLVmyRDdltKurK2bNmmXS2ImoctOmxEN1eDOUB38DkmNRv4i6/yWU/SCp3Zgf2KsoWYNWkL2xHNrE95Bz8DeoDm+GmJZY/I4AVIIUF+wa4ZhjCxxzao4z9k2RLf337qkowi/7CbomX0W35GvolnQVtXISij4gAHt1JlpEnQOizgHHViEVEjx2rodsv1Zwax4In5btIXGvA0EQIGq1EJNioI6KQPyDcKQ+CIc6JgKW8Q/glBoFC23uyE9d+r0buOBQH1fbjYJrt0HoXtsBjgreJSUiqkhVNrmsTJKTk7F48eIi68ybN69A2WeffVbmNt955x3s3bsXp0+fxu3bt9GqVStMmTIFzZo1Q2pqKrZt24Z9+/YByJ1KefXq1QandCai6k1z/xpy9m2E6tQ/gLrg2oq6elI5kuoFIrbpM+jw4gQmlNWIxNkTli/OgWLI61Cd3IGcveuhfZhv4iBBAkm95pA27YCshu2R4NMSNrBEYLYGftka9M1WI16pQVyWBglKDeKzrXHaozZ2KfsgKVuDelnR/47ZvIZuyVfhmZNUeDB5SKFFncQwIDEMuLgVGQBSrJyRbe0Ex+RHUGhyl1Kw/fenOI1SwtHo4KeIOvoDPvUZiEvNh6CDnyeerWWDzh5WsJYVXG6DiIjKD5PLcpCcnFzsUiiFPW9McmllZYVdu3Zh5MiROHDgAOLi4vDFF18UqGdvb4+ffvoJQ4YMKXNbRFT1iJlpUF04ANWhP6C5e7HIulEKF6h7jIL/kDG4dD53jB4Ty+pJkFtC3uNFWASNgCb0NNQ3TgJaDaSNAiFr0g7Cv11UrQA4A2hUwuOqtSISlY0Qn90V8dkaXM9S4ULUPViHnYPj/QvweHwN3lklW2rFISsRDlklu7tqiHdOIhbe24CMiM341as3pvoMxmMbb3T2sEJPb2s8W8sG7dysquxSN0REeYlZ6VCkJwAlWDHD1JhcVmHOzs7Yv38/tm3bht9++w3nzp3DkydPYGNjA19fXwwYMACvvvoqatWqZe5QiagCiBmpUF04APXZvVBfO17kXUoAOGXvjz/qDsYbY19EoGfhi2BT9ZR34qDyIJMIcLeSwd0qz8eKeq2Brq11m1GPHuHWhTNIv3kezg+voklKGORGTiKULLXBPWtvOKnTUTcrusDzNlolXn38D6Y83oVdrh3xXe2hWBDVFAsuxMNGJqCzhzWCvKzR3dMa7d0toZDyziYRVS2iWoXMb9+ERK00dygAqkByuXHjRt3jsWPHFlpeFnmPZSw/P79ym7k2JCSk1PsMHToUQ4cOLZf2iahqEdOTobpwEOqze6C+dgLQqIqsrxRk2OoehFU+A5Hq3RT7+tZBAwd5BUVLNZm3jw+8fXyAwS8AACISUnH14gUk3TgP+wdX0CIxFG6qlAL7ZUgUCLfyxgPbWkh1qgONuy8svevC2bc+6np7oJ2DAnJBxO0jeyHdvw61Hl0qcAwJRAyMP4WB8adwzq4xfqg9BDtcO+PA4wwceJw7o7pCKqCjuxW6e+YmnB3drWBjwWSTiCovURSRvW5BwaWrzEgQK/l6HhKJBIIgFFib8ml5WVT1dS7NLSAgABkZGYiIiCi2bvvt93EuLlu3vba7FyY0djRdcEQ1gDYtCeoLB6A6sweaGycLnQU0vyi5M36p1R/rvZ5HvNwRbVwtsfv52vCw1v+O8fDhwwBQ5Pq5ROVNFEWEpeTg7I3bSAi9AFGVAwtPXzjWqY86tbzRyFEBN0tpif7ua+5dReauX6A9uweC1vBanUpBhiypAlkSBZQSiwL/ZkvlsLaygpOtNdzsbODq7AjBpxHUtZtC5V4XGqkF1FoRahH//itCrcW//4oQATS0l8PNqvJ8j8/3N1H1otz+A5RblgIAOux6CEmthrhx44ZZY6o8V7wiGMp/K3leTERUbkStBqoTf0N1YkduQlnEh+an1BILHHBqhf/zeAY7XDtDLcm95D9XywZbe9WCnZwzaVLlIAgCGjoq0LBLC6BLC6OOJa3XAnZvroA2/l3k7N+AnMObgaz0AvUUohoKtRqOyCjd8QGIggXu2Prhqm09XLWtjyu29XDD1g9Z0oIrvLZ1tUTf2jbo42OLDu5WkHGcJxGVg5zj23WJZWVS6ZPL4ODgUpUTEVU3Yk42Mpe9Bs3VY8XWVQoyHHRui+1uXbHXtT1SZfqD+19pYI+13b0hl/IDLlVvEldvWI56H4ohbyDnyBbk7F0PMf5xuRzbUlShTdpdtEm7qyvTQIIwa29cta2vSzqv2tbFhXjgQnw2PruUAAe5BL1r5SaafWrboJaNRbnEQ0Q1i/rGSWSves/cYRSq0ieXQUFBpSonIqpOxBwlMpdNKzKxzBYscMAlN6Hc59IeaTLrQuu93cIZX7V3h4QzwVINIljbQdF3IuTPjYX63D4od/8CbfiVcm9HCi0aZz5C48xHGBF7RFf+xMIRobZ+uGHji1AbP4TG++HNsNrIklqiubMCfXxyk80unlacUIiIiqV5eBuZy6YVmGPhidwJXmaKKS+zJ5f3799H3bp1zR0GEVGlI6qUyFrxeqED9bMkchxwDsR2ty7Y59IO6QYSyqeWdfTAzObOpgqVqNITpDJYdOwPi479oU2IgpgSDzFHCaiUEHOy//s3RwlldhYeJKXjYVI6olMykJieCc/sOLRIuwdfZWyp2vVQJcMj6TKeSbqsK9NCwD0rr9xk08YX39r4YpZDXdRt0ABD6jliUB07OFuy2zoR6dMmxiBz0cQCXf2/9xmMJNkOJpcAUL9+fXh6eqJz5874+uuvUb9+fXOHRERkdqI6Bxkr3oT2sv4QgGSpDeY0moY9Lh2QIbMyuL+7lRQBjgo0d1ZgfCNHtHYtOBaMqKaSuHgDLt4Gn5cDCPj3BwCUGi3isjSQSgBlRgpkj29B+iAUwoObwINQiFH3AFFb8vYhokFWFBpkRWFQ/EldufaUgFSZNR7LbPHAyh7WDo5wc3aCpb0jBBt7CNb2EGwcINjYA9b2kDi4QFK7MQQZZ3wmqu7ErHRkfjMZYmKMXvnfrp0xr/4kADvME1g+Zk8uASAmJgbbtm3D9OnTmVwSUY0nqlWIXvImbK8e0itPkVpjaMtPcNG+sa7MRSFFgJMCzZwVCHCSI8BJgQAnBVwtK8XlnahaUEgl8LH9t8uqtSvg1hVo1VX3vKjMgubhbWgjQqGJvAFNRCi0D28DqtKtOyeBCEd1BhzVGUD2EyAJQARQ1AJDgr0LLJ59GfJnX4HEyb3U50ZElZ+oViFzxRvQPripV37avimmNp0DUZDAUlI5JjqtFJ8+yrqkCBFRdaNSqXD1i9fR8I5+YpkmtcILLT6GvEErfFvfXpdEuluVbHkGIjIdQWEFWYNWQINWujJRq4E2JhLah7dzE89Hd6B9eBvaJ5FAOc52L6YmIGfb98jZ8TMsOvaD/PlxkNZvWW7HJyLzEkUR2WvnQ3NNf+6FMCtvvNxsHrKlCkxq7IADsuJnka8IlSK5JCIi4FZCBm5/MwPPPNTvCpsuscTLLT/GC892x9wWLpByKQOiSk+QSCH1rgepdz1YdOirKxeVWdA+vgvNwzu6xFP98A6ElDjjGtSo/l2u6G9IG7SGvM84yNr1gSDjjLREVVnO9u+hOrJFryzOwgHDW3yMRLkDPmnrinmtXVFZZrBhcklEZGZaUcT31+Jhs+F9jIjRTywzJQq83+Uz/PBiXzR35rhJoqpOUFhBWq8FpPX01/PUpiVCTIpDZmoSLkTG4srDWEQ8SYClMg2O6nTdj4M6A46q3MfeOYmFtqEJu4Ss7y9BcPKAvNcrsOg5EhJ7l4o4PSIqRzlH/4Ry63K9skyJAi81X4CH1l5Y390L4xo5miU2Q5hcEhGZUURaDiaGPMbwkK8KJJZZEjl2DF2M1YP7cl1KompOYucM2DnDDkCPZkAPANlqLfY/zsCf99OwIzINyTn6kwY1TY/Aa4934qUnwbDS5hQ4ppj0BMotS5G97XvIuwyGlVNTZLnUrpDzISLjqK+fQNbqD5D3r78WAib5v407Lk2xu1ct9PaxNVt8hlSr5DIjIwM5OTlwcnIydyhEREUSRRFrb6dg9qlofHbjW4yOOaj3vFJigbip32Nqt2fNFCERmZulTIJBvnYY5GuHHI2I4KgM/BmRhu0RaYjL1uCmrR9mNH4TH9Ubh3HR+zH58S7UVhbsXiuoc6A6sgUBAB67NkJmdiQs2/WGxM2n4k+KiIqleXALqUunQaZV65W/02AqLtfpimN9aqOlS+XszVStVus9ffo0XF1d4evriyFDhpg7HCKiQsVlqTF4/yNMPhqFj298j3HR+/WeV0ssYDXrJzRjYklE/5JLBTxf2xarunkh+pWGCO5fB++2dEFbV0skW9hjeZ3haNlhDcb5v4dT9v4Gj1Mr/g7Uv32G9JlBSHh3ALL/XAFNRCjEcpxkiIjKTpsYg7gvJkCmzNAr/85nKE41H47Tg/0qbWIJVLM7l6IoQhRFPHz4EI8ePTJ3OEREBRx8nIGxIVGIzlDhm7s/YWL0Xr3ntVIZ7GathEXrHmaJj4gqP6lEQA9vG/TwtgEAJGSrERyViYOPM3Aw6hn0ce+KVmlhePXRDrwQexQKUV3ocSwe3UTOo5vI+etbwLUW5G17Qda2N6RN2kGQVquPiERVgpijxP0vpsItLVavfJtbVxzu+jqOPVcHjgqpmaIrmUp15Zg6dSrat2+PVq1aoXXr1mjVqhXc3NxKvH9SUpLuMafmJ6LKJEcjYv75OHxzNQEKjRJLw9dgUtQevTqiVAabGT/AovUzZoqSiKoiF0sZhtezx/B69gByx3IfeuyFg1FtsOLeIwy+/w8mPd4ND1Wy4YPEP0bOvg3I2bcBgq0jZK2fgaxtb8iad4NgaV0xJ0JUg4miiKsr3kfd6Bt65afs/RHSfyH29PSrEvMvVJrkUhRF3Lt3D/fv38f//vc/Xbmnp6cu0Xz606BBg0KPsW/fPt1je3t7k8dMRFQSYSk5ePnwY5yPz0avhPNYfPcn1M2O0a8kkcL6zW9h0baXeYIkomrDz06OSU3kmNTEEdpnvHEtsSX+iZyOu4d3oln0BfSNPwsXdarB/cX0ZKiObYPq2DbAQg5pg9aQNmkPWZN2kDZozWSTyATObP4F/pf/1iu7Z+mFsy8vxdpudavMjbNKk1wC+ncbn/b9j46ORkxMDPbs+e8bfltbW7Ro0QJNmzaFr68vrKyscP36dWzcuBGCIEAURfj6+lZ4/ERE+W26m4LpJ2JgnxaLjWGrMDj+ZMFKEims3lgOi3bPV3yARFStSQQBLV0s0dLFC4eTGyAypwl+sF+AG2dPo1v0CQyIPw2/7CeGD6DKgebmGWhunkEOAEhlkPo1g7RJu9yEs3FbCDYOFXU6RNXS8SNH0XTXIr2ydIklzo1cgvndG5opqrKpNMmlIAiQSqVQq9UFyp96mnCmpaXh5MmTOHlS/0Pa0+cFQcDzz/NDGhGZT2qOBtNPxOB/dxLx2uMdeP/+77DVZhesKLWA1bRvYNGhX8UHSUQ1jq9cjQmda0HZYSi2RfTCrJtJeHI3FP3iT2NA/Gm0Sg8v+gAaNTThl6EJvwzsWg0IAiS1G0PapB1kTdpD2rgdJI4lH9JEVNOdvBkOr3WzYCFq9MoP9p2PKb07mCmqsqs0ySUA7N69G7Vr18bly5f1fp480f9GzdBt4ad3LR0dHTFnzpyKCJmIqIAzsVkYdfgx3B5dwZE7P6JZRkSh9aSNA2E5/hNI6zSu2ACJqMZTSCUYWd8BI+s7ICzFG2tuB2LEndGQJ0WjX/wZ9I8/ja7J1yCDtugDiSK0D25B++AWVPs3AQAk9ZpD0WcCZB36QZBZVMDZEFVN56OSofr2DbjlGw8d0mYMxrz8knmCMlKlSi4lEgkaN26Mxo0b46WX/ntBnzx5UiDhvHv3LrTaghe8Nm3a4JdffinVREBEROVBoxWx6GoClp8Mw/zwDRgbs7/QeoKtExSj3oNFt2EQJNVqRSgiqoIaOMjxVXt3fNLWDTsfeGL1rboY8mggHFTp6JhyA11SbqBT8g20TrtbfLIJQHvvGrJ+nA1h8yLI+0yA/JmXIFjbVcCZEFUd1xOycGXZexiRekev/Ebtjug/c16VGWOZX6VKLg3x8PDA888/r9fVValUIjw8HBEREcjKyoJCoUDTpk1Rv359M0ZKRDXV4wwVxh5+hFqXduB0+HqDk2VYPPMSFC+9DYmdUwVHSERUNLlUwAt17fFCXXtEpOVgw50UHI1xxzdxnZCq0sJGnYV2qbfROeU6OqXcQLvU27DS5hg8npgYA+XvX0K57TvIn3kJ8j7jIXHxrsAzIqqcwlJysP6nH7Ag6oBe+RO7Wgj88AdIq/BSQFU2coVCAX9/f/j7G14omIioIhyLzsT7fx3DguvfoWPqzULrSOo0heXETyBr2KaCoyMiKj0/OzkWts3tBaYVRYSl5OB8fDbOx9XCsfhOWBGfDVVODlqn3UWX5OvonHIDHVJCYa/JKniwrHTk7P4FOfs2QNahHxT9JkFat1kFnxFR5fAoXYV3N+3Cqpur9MqzZZbweX8VLOwczRNYOamyySURUWWw/0EKDq9Zjh3hvxbeXczSBorhMyF/biwXJSeiKkkiCGjkqEAjRwVGNcidGVajFXE7JQfn4+rgfHwXLInLxtW4DPSIPYM3H25Dp9TQggfSqKE+uQPqkzsgDegEeb/JkLUMqrLd/4hKKzZLjVF/nse6858WmMDH+tVvYOXbxEyRlR9+0iEiKqO91+5B9fNcfJB0pdDnZR36wXL0h5A4e1ZwZEREpiWVCPB3UsDfSYGxjXLLVFoRm8N9MO1Cd7g8uoY3H23DwLhTkBbyxZvmxilk3TgFSa2GkPedAFmbZyFxcK3gsyCqOMlKDQb+cxdfn/oYbqoUvefEAa/BtnP1mDWeySURURkc2rMbDf83r8AfCAAQ3evAZvxHkLUMMkNkRETmYSERMKahA16qZ4+1t13w/qVm+CjhIaY9+hujow/ARqsssI/28V1kr/kAQO7wAVlAZ0ibdYasSTsIljYVfQpEJpGh0qL/3gcYf2oZ2qTd1XtO06w7HF+ababIyp/Zk8u6devi/v377BJBRFWCqM7BhZ8+R7tTvxZ4TitIIB/4GqyGvg5BbmmG6IiIzE8uFfCavxPGNXLAylBnfHnFB1/6vYKJUXvw6qMd8Mi37MJT2gc3kfPgJrDnF0BqAWmDVpA16wJpQCdI67fksiZUJWWrtRhy4BGaXdyCV54c0ntO6+4Lx7dWQJBIzRRd+TN7chkeHo7Y2FicOnUKjRo1Mnc4REQGaZ9EIvKb19EouuCkPUk27vCauRxy/6q34DERkSlYySSY3cIFU5o4Yvn1RCy+OhLf1R6KF58E442H29E084HhnTUqaG6fg+b2OeDP5YClDWRN2kParAtkzTpD4tOINyaoUhNFEXsfZeC9s7Gwu3ceX4at1nteq7CG3ZyfINjYmylC0zB7cgkA7u7uGDx4sLnDICIySHVyB1JWz4NLTkaB5276dUXgu8sgtXc2Q2RERJWbnVyK+W3c8Lq/MxZdTcC315/Hr5690SvxAiZF7Ub3pKuw1WYXfZDsDKgvB0N9ORhKAIJbbVh0GgCLTgMhrdO4Qs6DqKTOxGbhvbOxCInORKOMh/jrxlcFJv2zmbYYUp/qd2OtUiSXRESVlZidiawNH0N9dCvk+Z5TCjIcCXoLwyZNg0QiMUt8RERVhbOlFF+1d8fMZs744nI8froZiIMugbDQqtA29Q6Ckq+gR9JltEu9XWAmzfzEuIfI2bESOTtWQqjVEPJOA2DReSAkHr4VdDZEBd1OVuKDc3E4c+sehsYdw4LYY2ibb4wlAMgHT4dFu+fNEKHpMbkkIjJAE3kTWd/PgDYqvMBzd61q4dzwr/Dq853YNYuIqBQ8rWX4trMn5jR3wY+hSQiOzsA5aQBOOwbga79RsFVnolPKDfRIuoygpCtonhFR5PHEx3eh3LoMyq3LEO3hj6RWfWDTZQAa+NaGlYxf/JHpPc5QYenx28g8tRtTnxzDusKW4vmXrFUPKIbPrLjgKpjJk8t69eph0KBBGDBgAHr06AGZjPksEVVuoihCdeBXZP/+BaDKKfD8r569oH55Ht4KrG2G6IiIqgdfOwt83cEdQO5smqdjs3AsJhPHYzJxIrY9Dri0AwC45iQjKOkKeiRdQY+kS6ijjDN4TK8nofDaFwrtvmUIdghAcJ2eiGzaE81re2JyE0d4WXNSICo/yfFx2Pf3Nthd2oN5SdcLXXYnL4lXXVhNX1atJvDJz+SZXkREBL777jt89913sLOzw/PPP4+BAweif//+cHJyMnXzRESlIooisn9+B6pjfxV4Lk1qhVmNpqPnsJfxlj+vX0RE5cXGQoJna9ng2Vq5y4+otCIuxWfjeEwmjsXY4sgTF/zpEQSIIlqmh2N47FEMiz0KH2V8oceTQETXlOvoeu06VNd/wH7nQPRuMA7tWzbHnOYuCHBWVOTpUTUiZmci89Qu3D/0N7wjzqCvWHRCCQCCnTNknfrDcvisajeBT34VdhtRFEWkpqZi69at2Lp1K6RSKTp16oSBAwdi0KBBnCmWiCqFnH3rC00sL9k2wOSAtzG/TyDGNnKs+MCIiGoQC4mA9u5WaO9uhdktXCCKIm6n5OBYTCYuxDnhQHILfJc0CfWeXMfw2KMYEne80HWHAcBC1KB/whn0TryAxU9eRJtbI/CsryPmNnfBM97WHNpAJaa+dQ6Jy9+EZVoc6hRTV7S2h7zdc7DoOADSgE4QpDWj96bJz/LVV1/Frl278OjRIwC5SaYgCFCr1Th+/DiOHz+Od999Fw0aNMCgQYMwcOBAdO3alZNjEFGF09y/BuXvXxco/85nCD6vPw4bevlhRL3q/Y0jEVFlJAgCmjgq0MRRgSlN/itPyG6Am8n9EJyYAeXVk6h9Yz/aPjgKO3VmgWPIRTU+iPgdQ2OP4620N/Hsw6Zo42qJuc2dMbyePSwkTDKpcKIoImf3L8j6YxEsi5hsSmlhBUmbXrDvOgiyFl0hyPJPBVj9CaIoihXR0OXLl7Fjxw7s3LkTFy9exNNmBUHQewwATk5O6Nu3LwYOHIg+ffrA3p4f5iqTgIAAZGRkICIioti67bffx7m4/6YXX9vdCxMaO5ouOKIyEjPTkP7hIIix+uuujfN/D7s9u2Frr1oY6GtnpugqzuHDhwEAPXv2NHMkRFTeasr7W8xRIuNiMFKO7YD19RBI1coCdbQQsMa7Hz6pNw5pMmvUsZVhZjNnTG7sCDt59R0PR6UnZqYha9W7UJ/bV+jzmRIFbtTphAa9h6JO514Q5JYVHGEuPz8/2NjY4MaNG2Zp/6kKSy7zio6Oxj///IMdO3bg0KFDyM4uuLbR00RTJpOhe/fuuu6zfn5+FRwt5cfkkqobURSR8f0MaE/v0itfUXsYvmw0CX8/54PePrZmiq5i1ZQPn0Q1UU18f4tZ6VD+/SOUu9ZA0Ba84/RI4YrZDadjn2t7AICDXIJXmzjhrWZOqGXDyX9qOs2D28haMR3amIgCz51wCMDpgCEYOHgwAn1cKj64fCpLcmmWvqdeXl6YMmUKdu7ciYSEBPz999+YPHkyPD09dXWe5rwqlQqHDx/GrFmzUL9+fTRv3hwffPABTp8+bY7Qiagayjr8vwKJ5Vn7xljaaDz29a1TYxJLIqLqRrCyheXId2D76TZI/AIKPO+jjMf/Xf8Ea298DbecJKTkaLHoagLqbg7DpCNRCEspOGM41Qw5x7YhY+GwAomlFgK+9H0Zt19dg4+mT6gUiWVlYvaBjVZWVhg4cCBWrVqFqKgonDlzBvPmzUPLli11CWbef0NDQ/H111+jS5cu8PT0xMSJE7F9+3ZkZhbsW09EVJzMiFvI2PCJXlmyzAZvtngP//Sri25e1maKjIiIyovULwA2n/wFxaj3gUK6Lb4Qdwznzk7DK9EHAFGESgusvZOCxlvCMTY4CreTC3atpepJVCmRtXY+sn+aC+To965MlNlhePOP4D1qNma2dOdkUIUwe3KZX7t27fDJJ5/g0qVLiIyMxPfff4/nn38ecnnugFhRFHU/sbGx2LBhA1544QW4urqif//++Omnn/D48WMznwURVQVZGRm4v2g6FBr9Dw1v+8/EL8MC0cWTiSURUXUhSGVQ9J8M26/3QNqsS4HnndTp+PH2Cuy48iHqZkUDALQisCksBU233MPLhx/jemLBoVxUfWjjHiPjk5egOvR7gecu2jVE98AVGDqwH95s5myG6KoGs4y5LIuMjAzs27cPO3fuxO7duxEX998Cuk8nBcr77UGrVq0wcOBADBw4EG3btjVHyNUWx1xSdZCt1mLvJzPQM3y3Xvn62gPQbtaX6ORRMxPLmjgmi6im4Pv7P6IoQnXsLyh/+wJienKB57Mkctyw8UOc3AFxFk6IkzsgVu6IOAtHNKnjjZdb10VTX28Itk4QuMJBtaC+cgRZP84u9PdhjXc/vN9gCpZ3q41plXSd68oy5rLKLLhiY2ODYcOGYdiwYRBFEadPn9bNPhsaGgrgv2VORFHE5cuXcfnyZXz66afw8vLCwIEDsXLlSjOfBRFVBllqLRb/vB4z8iWW1+3qocMbH6NDDU0siYhqCkEQIO/+AmQtg5C96TOoT+3Ue95Km4PAtDuF73wTwD4gHYAoSCCxd4bg4App3eaQtX8esmZdauQSFFWVqNVA+dd3yNn+PZDvnlumRIGZjV7H/zx74qeunni1aeVMLCuTKvlViyAI6NSpE7788ktcv34d4eHhWL58OXr27AmZLDdfzjtOMyoqCqtWrTJnyERUSWSptXh162lMPLNUrzxDagmrN75FBx9H8wRGREQVTuLgCus3lsNq7hoILl6l3l8QtRBT4qF9cAuqI1uQ9c1kpE1rj6wf50B1/gDEHHajrcy0SU+QuWgScrZ9VyCxDLPyxrNtluB/nj2xqhsTy5KqksllfnXr1sVbb72FgwcPIi4uDps3b8Yrr7wCJyf+EhDRfzLVWgzbcw+Tgz+CnSZL77mUkQvRullTM0VGRETmZNH6Gdh+vRfy58cBxk7SkpkG1YntyFr2GtKmtUfmd29BdWYPxGxOPllZiGoVlLt/Qfrc3tBcO1bg+R2undGj7XLctPXDmm5emNKEOUVJVZlusSVlb2+PF198ES+++CI0Gg1OnDiBHTt24J9//jF3aERkRplqLQbte4jex75Hq/RwvedS2g9Bk34vmikyIiKqDAQrW1iOXQD5wNegCb8MMTUh965kagLElASokuORFBcLSWo8HNXpJTtodgbUp3dBfXoXILeErGUQLNr3gazVMxCs7Ux7QlQo9c0zyF6/ENpHdws+BwkW1J+AH3yGQBAE/MK5Qkqt2iWXeUmlUnTv3h3du3fH4sWLzR0OEZlJplqLgfsewurKIUx7rD+uRulRDz6vfmqmyIiIqLKROLlDEvhcoc85AEjL0eDn63HYcOEeJGmJcMtJRtPMSAyMO4WOqTcNHzgnG+pz+6A+tw+QySFr2R2KoW9AWre5aU6E9GiTYqH84yuoTvxd6PPRcmdM8H8HpxybQQCwLsgL4xo5VmiM1UG1Ti6JiDJUuYnl3fsROH57hd5zWgsFnGd+D8GSE/gQEVHJ2MmlmNvGE9NbuOPnm0lYdCUBh7La4vvaw+CljMeAuFMYHHcCXVJuQAIDizKoc6C+cBDqi4chf34cFCNmQbC0qdgTqSG0ahVi/9kA+Y5vIVNmFFpnk2dvLKw3HglyBwgANvTwxpiGDhUbaDXB5JKIqq10lRb99z7EyahU7Ar9Bk75ujFZj50PaZ3GZoqOiIiqMmuZBLOau2BaUyf88yAdv4alYPdDYLXPQKz2GQi3nCQMiD+NwXEn0C3pKmTQFjyIqEXO3nXIOrMXFuMWwrZd74o/kWpEpRVxLDoTVxKzcT1RCcndc5h8bgWapkcWWv+qbT3MbjgN5xxy51yQCMDGHt54pQETy7JicklE1VJajgZ99z7EiSdZWBjxa4GuSrIO/WDxzEgzRUdERNWFpUyC4fXsMbyePRKy1dhyLw2bwlJw8gmwzrsv1nn3hXNOCvolnMHguBPokXQFclGtdwxpUjS0y1/DZvcu+KH1G7Bw9oC3jQxe1jJ4WcngbSNDLWsLtHa1hK1FtZiPs1yl5Wiw5nYyll5LxKMMNdyVSfj03lqMfBJcaP1kmQ0+rTsGa737QitIAeQmlr/28MbLTCyNUiHJ5f3797Fy5UqEhIQgPDwcqamp0GoL+fYmD0EQoFari6xDRFSYlBwN+ux5iNOxWXgp5jBmP9iq97zgXgdWk7+AYOyMgERERHm4WMrwmr8TXvN3wr3UHPwWloJfw1JxJ8UBv3o9h1+9noODKh1THv+DtyP/B0tRpbd/v9gT6HLwEj6pNw6/ePeFKOgnknKJgB5e1uhfxxb9atuigUPB9TQ1UfegvngQmtvnITi6Qd5vMqRedU163ubyJFON724k4ofQJKRn58BbmYBp8afxfsRvcNAUPjvvJs9e+KjeeMTLHQEArpZStHOzxPstXdHNi8NkjGXy5HLDhg2YNm0alEolgP/WnyQiMoVkpQbP7XmAc3HZeO3R3/g6bLV+BakFrN9cwVn6iIjIpOrZyzG/jRvmtXbF+fhs/Ho3BX+EpyIOtljsNxJ/uXfD8js/ICj5qt5+DppMLLm7Ei89OYwZjd5EqK2f7rkcrYj9jzOw/3EGZpx6gkYOcgyoZYURuI/mkcchXjwIbfQ9veOpjmyFRc+XoRj6BiQOruV2fvHZaux7lIEWzgo0d7Yst+MaImakQpsQBW18FGIfReLC7XtIjH6E7llxeCU7Fl45iYbHuAK4YVcPa9vPhLRhGyxwUqCZswIBTgq4W7EjZ3ky6at59uxZTJo0CaIoQhRFeHh4oG3btnBxcYFEwlv6RFS+ErNzE8sLcVl4P+J3vBf5R4E6ipffgbReCzNER0RENZEgCGjnZoV2blZY3NEDBx9nYOu9VISlWmO2xyJ0Cd+PhXfWwEWdqrdf+9TbOHphBr73GYqv/UYiS/pfAmelyUaPpCvof+s0nk84B3dVMjSGAtCooTqwCapjf0ExYCrkfScaPZHdX/dTMSYkCpnq3GRuiK8tvm7vjkaOCqOO+5SYmQb1teNQXwmBJvwqtAlRQNZ/8ybYAehRwmOpLe2gHjIDHfqORieZRbnER4aZNLlcvHgxtFotLCws8MMPP2DixInVOqkMDg7Ghg0bcPz4cURHR0Mul8PHxwd9+vTB1KlT0bBhw3JvMywsDOvWrUNISAju3LmDlJQUyGQyuLq6olmzZujfvz9Gjx4NBwf2H6fqLSFbjV67H+BKfBYWha3Cq48Lrm0r7zcJ8j4TzBAdERERYCER0Le2LfrWts1T2hCpCS8i87evYH1mu359UYNZD7diRMIJvF9vIuxVaegXfwbPJF2GtVZZusazM6Dcugw5h36HYvhMWHR/AYJEWqpDiKKILy4nYN75OL3y7ZHp+OdBOl5r6oSFbV3halm6FEMURWgf34X6cgjUl0OguXMB0Bg/PM6i2zDYvvxuud6xpaIJogn7qdaqVQsxMTF455138OWXX5qqGbNTKpWYPHkyfv31V4N1LC0t8dVXX2HGjBnl0qYoili4cCG+/PLLYsemurm5Yc2aNRg0aFC5tB0QEICMjAxEREQUW7f99vs4F5et217LxWjJBOKy1Hh29wPcjM/Aj7eW46XYkAJ1FC/OhXzQaxxnWYzDhw8DAHr27GnmSIiovPH9Xfmpb5xE9tr50MZEGHWcGLkTzto3xXMJ5wqM63xK4tMQipHvQtaqR4n+NmartZh8LBq/haUWWc/eQoIPW7virQAnWMoM31QSlVlQh56G+nIw1JdDIMY/LjaGElFYQdqgNRQvzICscWD5HLMK8PPzg42NDW7cuGHWOEx65zIhIQEAMGDAAFM2Y1aiKOKVV17Bn3/+CQCwtbXFxIkT0a5dOyiVSuzbtw9bt25FdnY2Zs6cCQsLC0yfPt3odj/88EO9hD0wMBBDhw5FnTp1oFQqERYWhg0bNiA6OhpxcXEYNmwY9u/fzz8oVO08ycxNLMPjU/Fr6Ffom3BOv4IgwHL8J5D3GmWeAImIiEpIFtAZNl/uhvLvH5CzcxWgKTwxLEyodR3sdu2IXa4dcMmuIURBAp/sWHxw/ze8/ORwgfGI2kd3kbV4MqRNO8By1HtFDhmJyVRjyIGHOBObbbDOU6kqLd49G4sfQhPxZTt3vFTXFhJlJsSsdIgZKdDcOgvVpWBobp4GVDklPr+nouXOeKRwQ4y1G1xr1UHrRnXh5FUbEldvSFxrATYO/CLZjCrkzuW5c+fQpk0bUzVjVps2bcLYsWMB5N4hPHLkCJo2bapXZ8uWLXjppZcgiiIUCgVu3boFPz+/Mrf58OFD1K1bFxpNbu/6H3/8EdOmTStQT6lUYty4cfjf//4HIDcBPXfuXIF6pcU7l1RZRGeq0HPXA0TFJ+GPa5+ia8p1/QpSGaymLYFFp+r7BVd5450NouqL7++qRfPoLrJ/+TC3i2hhBAmkTdpB1rYXUpr2wJ4cZ+x6kI79jzOQkqO/KkOz9Hv4OHw9eiVdNNierNNAWL44B4KjO0RlJqDMgqjMxO3YFHx4PBLpGRmw0WTDWqvM/VeTjUGeUohZ6bjzJBE2qkzYqzNgp8mEnToLdprcbXtNVpnOP1uwwHHH5tjvEohQGz88snTDY4UrnG0sMbOZM15t6gRHRem69VZnNeLOZWBgIP755x/cuXOnWiaXoihi/vz5uu3vv/++QGIJACNGjEBwcDBWrlwJpVKJjz/+GOvWrStzu/v379clloGBgYUmlgCgUCjw448/4s8//4Rarcb58+eRnp4OW1vbQusTVSWPM3ITy8S4WPxzdSFapofrV5Bbwnrmj5C1DDJPgEREREaQ+jSE9fzNUIX8H7I3LwIyUgCFNWQtukHWthdkrZ6BxM4JAOAOYByAcY0codKKOBGTiXnn43DiSW5id922Hl5o+QmeSbyET++tRfP0+wXaU5/aifRTOwuU+wDYYCjIfyembW/02eZ6qHDDfpdA7HcOxFGnlsjMM4lRIwc5fmjhjNENHIrsbkvmZdLk8rXXXsPOnTuxdu1ajBxZ/RYrP378OCIjIwEAvr6+GD58uMG6c+bMwcqVKwEAf/75J3766ScoFGWbUevJkye6x40aNSqyrrOzM1xdXRETEwMATC6pWniYrkLPXZFQxj7G3ivz0TAr3zgNa3tYz11do8ZaEBFR9SNIJJD3HAmLrkOgjX0AibsvBHnRnx8tJAJ6eNvgyABrLLmWiPnn45Cjze2oGOzcGt2cVuDFJyH47MGvcM+MrYjTMEgNCU47+OOASyD2OQfipo0vkKdLq6VUwPM+NhjX0AGDfO0glbC7a2Vn0uSyb9++mDJlClavXo0PP/wQn3/+uSmbq3C7d+/WPe7Tp0+RM+HWr18fjRo1wp07d5CWloajR4+id+/eZWrXw8ND9/j27dtF1k1MTER8fDwAwNXVVW9foqroQboKz/wTCWnMPey9Oh8+yni95wUHV1i/twHSOk3MFCEREVH5EuSWkPoUfUMhP6lEwDstXdDHxwZjQqJwNfHfNecFCf7n2RPb3brizeidePfhFsiV6cUcrfxEy50R7NQK+13aIdipNZIt9G962FpI0L+2LV6oa4e+tW1ha8G7lFWJSZPLo0ePYtSoUbh16xa++uor7N69G2PGjEHTpk1hY2NT7P7du3c3ZXhGu3r1v0Vv27cvvkNA+/btcefOHd2+ZU0u+/fvD4VCAaVSiQsXLmDlypUGx1xOmzZNN5vs7NmzOcCZqrRMtRb99z6Ew+NQbL22EK4q/RnrBDcf2Ly3ARJPP/MESEREVMm0cLHE2SF++PhiPL6+koB/b2JCKZVjsc8L+MWjN75P+Av9w/6GoC44gZBSkCFTaglBYQUnO1sIltYQFFaAwgqCwhqClS0EK1vAyhaCtZ1uW2Nph52xIpaH5+CBxhJpUmukyaygFQqOk3RSSDCojh1eqGuH3rVs2O21CjNpctmjh/7UxlevXsXbb79don0FQSh2iQ1zy3vXsG7dusXWz1vn1q1bZW7X09MTy5cvx/Tp0yGKIqZPn461a9di2LBhutli7969q5stVhAEvPPOO3j33XfL3CZRZfDWyRg43D+P/137BHb5JgiQ+DSE9bvrIXH2NFN0RERElZNCKsEX7dzRv7Ytxh2JQnjqf0lkkoU9XvEcD0+fV9BUGYNIpQSZUsvcH4kCGokMizq4Y05z51LdpLAAMALAczkafHU5AcuuJ0Kr+W8eUXcrKYb65iaUPbxtYMEur9WCSZNLIHfSm+oqKSlJ99jVtfjFWfPWSU5ONqrt1157DXXq1MHs2bNx+/ZtnD9/HufPny9Q75VXXsGcOXPQunXrUrcREBBQaHl4eDjc3d11s84VJTXVBYBct33z5k0cfly2WcOoZjuYZonQO4/x59WPYJNv4eh0t7q42+N1aC6HAgg1S3zVRUZGBgCU6P1NRFUL398EACtcBPwMO+xM1e9FGKO2QIy0NmD9X5mVoMVHHoloEx+N4OCyt9kbQItaEuxJs4ZGFNDOOhsBlipIVQDuAMfulP3YlEur1RZfqQKYNLk0ZkbUqiAtLU332MrKqtj6eeukpha9AG1J9OnTBxYWFpg7d65eF928tmzZAqVSicWLF8PX19foNonM4WGOFMfCorHl2scFEstU76YI6zUdWgtLA3sTERHRU1YSETPdUtHJWoklcQ5I0BS+nIenTI1PPZNQT1E+PQk9LLQY71xxYzvJPEyaXI4bN86Uh6/RHj16hBdeeAFnz56Fg4MDvvnmGwwZMkTXLfbKlSv48ccf8ccff2Dr1q04duwYdu3ahbZt25a4DUPr5Dxd57Ik62TZb78P5FnnsmnTpujJdS6pFLLUWvy0fh9+v/JRga6wssDnUOuN5fCxKNvMy1QQ18Ejqr74/qa8egJ4NVuD10/GYHO4/k2Prh5W+Ku3D9ysTN7JkcpJUROLViT+xhjBzs4OiYmJAICsrOK7euatY29vX+Z2Y2Nj0aFDB0RFRcHR0RGnTp1Ckyb/zYwpl8vRtWtXdO3aFS1btsR7772HJ0+eYPjw4bh9+zbkcnkRRyeqXBbvPIbFx96FgyZTr1zWthes3vwWgszCTJERERFVbc6WUvzRsxYG+9ri44vxeJShxuTGjviqvRsU0sqRrFDVwt8aIzg6OuoeP13uoyh56+Tdt7Q+//xzREVFAQDmzp2rl1jm9/bbb+vWwoyIiMD27dvL3C5RRdt98gJGb58JR3WGXrnQMoiJJRERUTkZWd8BN0fUR9LYRljWyYOJJZUZf3OMkDepu3//frH189YpKiEszt9//617/NxzzxVZVyKRoFevXrrtM2fOlLldoop0/9ZNNF49FS5q/a462U06w3bmSgjsCktERFSuZJyxlYxU4d1iIyMjER8fj8zMzGJnkq3s61y2aNECu3fvBgCcPXsWEydOLLL+2bNn9fYtq6d3LYGS3QF1cHDQPU5P50BqqvyyHoUD34yFW06yXnmcXyDqvbMKgpyJJREREVFlUyHJZUREBL744gv89ddfest3FKUqrHPZr18/fPXVVwCAvXv3QqvVGhxMGx4ejjt3cudZtrOzQ7du3crcbt6xng8ePEDDhg2LrB8ZGal7XJIlU4jMSfskEvGfvAKX7ES98jDPlmg9f13uws1EREREVOmYvFtsSEgIWrdujV9++QWJiYkQRbHEP5Vdly5dUKdOHQC5CdzWrVsN1l2yZInu8bBhw2BpWfZlE/Le9fztt9+KrJuYmIhdu3bptjt06FDmdolMTRv3GHEfj4JDRpxe+VVnfzRauB6CpbWBPYmIiIjI3EyaXCYmJmL48OFISUmBtbU1Zs6ciY8++ghA7p3JX375Bd988w1GjBgBuVwOQRAQFBSEdevWYe3ataYMrVxIJBJ88sknuu0333wTt27dKlBv69at+OmnnwAACoUCCxYsMHjMHj16QBAECIKge63yGz16tO7x+vXrsWrVqkLrpaam4qWXXkJKSgoAwMfHB7179y72vIjMQZsQjZRPR8EqJUav/JJdQzi+txa2RsywTERERESmZ9JusStXrkRiYiLkcjlOnDiBFi1a4MaNG7qkacKECbq6Dx48wIgRI3D06FE8++yzmDdvnilDKzdjx47F9u3bsX37dsTGxqJ9+/aYOHEi2rVrB6VSiX379mHLli26O7HffPMN6tWrZ1Sb48ePx6ZNm3DkyBGIoohXX30VmzZtKrDO5aZNm/DkyRMAgFQqxcqVK2FlxS6FVPlok2KR8floSBMe6ZVfta2HiFd/RlAtNzNFRkREREQlZdLkct++fRAEAaNGjSp2Aps6depg3759aNasGT7++GM899xzaN++vSnDKxeCIOCPP/7AxIkT8ccffyAtLQ0rVqwoUE+hUOCLL77Am2++aXSbUqkUO3fuxJQpU/C///0PAHD8+HEcP3680Pqurq5Ys2YNBgwYYHTbROVNmxKPzC9GQ3wSoVd+3cYPGwcvx8+t6pgnMCIiIiIqFZN2i33aRbRfv36FPq/VavW2HR0dMWPGDGg0Gvz888+mDK1cWVpa4vfff8ehQ4cwZswY1KtXD1ZWVnBwcEBAQABmz56Nq1evYvbs2eXWpp2dHTZv3oyzZ8/irbfeQmBgIJydnSGTyWBlZQUfHx/0798f33//PcLCwjB48OBya5uovIiZacj8ciy0UeF65besa2NW16+xpFcTCAKnRSciIiKqCkx65zI5ORkAdJPeALl38J7KzMyEra2t3j6dO3cGABw5csSUoZlEz5490bNnT6OOERISUqr67dq1Q7t27Yxqk8gcRK0GWT/MhPbhbb3yMCtvDG/zBXb0bwY7udRM0RERERFRaZn0zuXTRFIq/e8Don2eSTnyrtf4lIWFBQAgJiamwHNEVH0o/28J1JdD9MruW3piYMsv8H5QU7RyKfuMykRERERU8UyaXNaqVQsAEBf337IC7u7uuruV58+fL7BPYbOtElH1ojqxAzk79bu+x1k4YFDLz9GlaV281tTRPIERERERUZmZNLls3rw5AODatWt65R07doQoili5cqXeepbZ2dlYtmwZAKBRo0amDI2IzERz7yoyV7+nV5YjyDAm4H3I3H2wursXx1kSERERVUEmTS6DgoIgiiIOHDigVz5mzBgAwMmTJ9GtWzd8//33+Prrr9GhQwdcuXIFgiDghRdeMGVoRGQG2uQ4pC55DYJKqVf+dsPXcMujBf7s7QMHjrMkIiIiqpJMmlwOHToUABAcHIwHDx7oykePHo3u3btDFEWcOnUKM2bMwAcffIDr168DABo3boxZs2aZMjQiqmCiSom4b16FNPmJXvlq7/440HAAjg3w4zhLIiIioirM5GMuExISEBMTAy8vL125IAjYuXMnJk6cCLlcDlEUIYoiBEHA0KFDERISAmtra1OGRkQVSBRF3PvhQ1hFXNErP+bQDL+0fR0nBvohwFlhYG8iIiIiqgpMuhQJADg5ORVabmdnhzVr1mD58uW4c+cO1Go1GjZsaLA+EVVdZ3//GU3PbdMri1S4Y1n3j3BkcH24WZn8UkREREREJmb2T3S2trZo06aNucMgIhP5a9c+9Ni9RK8sQ6LAimc/x7ZhLbiWJREREVE1YdJusURUc4miiBWHL6Ht/70DGbR6z23s8SF+GNmDiSURERFRNcLkkojKnVYUMSfkHjr8MRtO6nS95w4FTsDcCaOgkPLyQ0RERFSdlEu32I0bN+oejx07ttDyssh7LCKqGnI0IsYFP8LAHQvgn/lA77m7DYIw+K33IZFwHUsiIiKi6qZcksvx48dDEAQIgqCXED4tL4v8xyKiyi9DpcXQA4/Q/vhPGJBwWu+5JLf6aPP+dxCk7ApLREREVB2V24Q+oiiWqpyIqhdRFDH5WDRsLu3DO5H/03sux8oBtT9YA8HSxkzREREREZGplUtyGRwcXKpyIqp+/ghPxY3Ll7Hv1jK9clEiheOs7yFxr2OmyIiIiIioIpRLchkUFFSqciKqXh6mq/DxoevYfu1j2GiVes9ZjZkHWUBnM0VGRERERBWF0zUSkVG0oohXD4RjzcWPUSsnQe85ix4vwqL3GDNFRkREREQVicklERnl26txGBf8EVqmh+uVSxu3g+WEj8s8qRcRERERVS1MLomozK4nZkP9+5fom3BOr1z08IPVrJUQZHIzRUZEREREFa1cxlzWq1evPA6jRxAEhIeHF1+RiMxCqdHirzU/YuajHXrlamsHOLyzBhI7JzNFRkRERETmUC7JZURERInrCoJQYHkSQ2VEVHlt3Po33ryyUq9MLbGA/ZyfIfWsa6aoiIiIiMhcyiW57N69e5HJYFRUFMLCwiCKIkRRhJ+fHzw9PQEAMTExuuRUEAQ0bNgQXl5e5REWEZnIufMX0f+feZBCq1eumPwlZE3amSkqIiIiIjKnckkuQ0JCDD536NAhvPjii7C2tsb777+PyZMnw93dXa9ObGwsVq9eja+++goJCQlYuXIlnnnmmfIIjYjKWeqTx3BcOQ222my98qS+r8M3aKiZoiIiIiIiczPphD6RkZEYPnw4lEolQkJC8MEHHxRILAHA3d0dH374IYKDg5GVlYXhw4fj4cOHpgyNiMpAzM7Aw88nwSM7Xq/8jn9f1HlllpmiIiIiIqLKwKTJ5bJly5CSkoKZM2eibdu2xdYPDAzEjBkzkJSUhKVLl5oyNCIqJVGrwb1Fb6B2wl298utuzdFq7mKOkyYiIiKq4UyaXO7ZsweCIOD5558v8T59+vTR7UtElUfi+k/hdvuoXtk9a2/UevdnyBSWZoqKiIiIiCoLkyaXjx8/BgBYW1uXeJ+ndR89emSSmIio9JT7NsDi0Ca9skSZHcIm/gBfLw8zRUVERERElYlJk0u5PHcB9WvXrpV4n6d1n+5LROaluhSMrE2f6ZUpBRl+7v05XujY3ExREREREVFlY9LkslmzZhBFEUuWLEFOTk6x9ZVKJZYsWQJBEBAQEGDK0IioBDQRocj49k1IRP0lR+Y1n4U5w5/nOEsiIiIi0jFpcvnKK68AAEJDQ9G3b98iZ4B98OAB+vbtixs3bgAAxo4da8rQiKgY2rQkZC6ZAklOll75F36jMGTUaLhalstKRkRERERUTZj00+GUKVOwceNGnDp1CiEhIWjQoAGeffZZdOjQAR4eueO0njx5gjNnzuDQoUNQq9UAgE6dOmHy5MmmDI2IiiCKIrJXvQsxMUavfLPHM0jtMw19a9uaKTIiIiIiqqxMmlxKJBLs3r0bQ4YMwZEjR6BSqbBv3z7s27evQF1RFAEAPXr0wLZt29jdjsiMcvZtgPriIb2ykw7++LbdHJzp6GmmqIiIiIioMjNpt1gAcHBwQHBwMH755Re0atUKoigW+tOqVSusXbsWhw8fhoODg6nDIiIDNPevI+v3r/TK4iwcMCngPax91g82Fia/bBARERFRFVRhg6YmTJiACRMmIC4uDleuXEFCQgIAwMXFBS1btoSbm1tFhUJEBohZ6Uj99i1INSq98lebzMYbXRqjvbuVmSIjIiIiosquwmfkcHNzQ69evSq6WSIqgZRfFkAaG6lXtqL2MPh26on3WrqYKSoiIiIiqgo43SMRAQAyQrZCcupvvbJzdo1xsus07OjmxXHQRERERFSkCk0uc3JycP78eURHRyMzMxODBw+Gvb19uRy7Z8+eEAQBa9euha+vb4n2efjwIcaNGwdBEHDo0KHidyCqptSPw5G5biEUecpSpNb4pvOH+L/nfGEhYWJJREREREWrkOQyLi4O8+bNw6ZNm6BUKnXl1/6/vfsOa+r6/wD+TthTEHELDkTErXVLXbjrXnUjah2t22pb62qr1jrqqnug4EQrtmqdqNRVd3EPnHUvhowAyf39wS/3mwAZkIQw3q/n4Xlyb84995Pk3nA/Oeeec+0afH19xeUNGzYgKCgILi4u+OOPP7K0jxMnTkAikSA+Pl7vbRISEsTtiAoqIVmGh798iWKpSWrrZ9YYh3Xd6sHZ2sJMkRERERFRXmLy5PLOnTto1aoVnj17Jk43AiDThK5169YYPnw4FAoFTp48iaZNm5o6PKIC7+JvM1Hp7T21dSGl2mFsQD+UdrQyU1RERERElNeYdE6B5ORkdOrUCf/99x9sbGwwYcIE/PnnnxrLly5dWkwo//rrL1OGJsYHANbW1ibfF1FudPavvah0cafaulsOHqg0Ygaqu9maKSoiIiIiyotM2nK5fv163Lt3D9bW1jh69CgaNWqkc5vWrVsjPDwc586dM2VoAIDr168DSJsOhaiguXr3AUpun662LkFqg6cDFqBHeU4NRERERERZY9Lkcs+ePZBIJBg+fLheiSUA1KhRAwBw//59reUiIiIyXX/hwgW8fftW67YymQx37tzBvHnzIJFIxH0SFRSPohPwYelYlE/9qLb+VMsJ6OFXx0xREREREVFeZtLkMjIyEgDQoUMHvbcpUqQIAOD9+/dayzVr1izDfZuCICAwMFDvfQmCAIlEgsGDB+u9DVFe90EmR9iSuQj8cFNt/aXyLdBtoP7nDxERERGRKpMmlx8+fAAAFC1a1CT1qw4QpG2dJo6Ojpg8eTJ69OhhzLCIci2ZXIEZwX/gh7vb1Na/dCiBRpMXQio16W3YRERERJSPmTS5dHZ2xvv37/HixQvUrFlTr22ePHkCAChcuLDWchs3blRbHjx4MCQSCX788UeUKlVK43YSiQR2dnYoWbIkateuDTs7O73iIsrrFIKAMQdvYuLp2ZDifz/CpEosUGzCUtg4GWfOWSIiIiIqmEyaXJYvXx7v37/HrVu30K5dO722OXjwIACgatWqWssNGjRIbVnZtbVLly5qc2cSUZrZl1+j9cEfUDz5g9r6lG4TUNintpmiIiIiIqL8wqR94Pz9/SEIAlauXAmFQqGz/J07dxAcHAyJRII2bdpkaV/Hjx9HeHg4ypUrl91wifKtA08+ImXXYrR6f0ltfULlJija5QszRUVERERE+YlJk8tRo0bBxsYGDx48wKRJk7TeD3np0iW0a9cOSUlJcHJywpAhQ7K0r6ZNm6Jp06bs5kqUzv2YZBzYvAaTnqjPZ5ns5I6ioxdCwvssiYiIiMgITNottlSpUvj5558xfvx4LFmyBOHh4ejZs6f4/Pbt22FhYYGIiAicPHkSCoUCEokES5YsgbMz7/8iMtTHFAUWbtqJObdWqq1XSKRwGb0I0kJFzBQZEREREeU3Jk0uAWDs2LGIjY3FrFmzEBkZiWvXrolTiMyePVssp5wWZM6cORnupySirBMEAT+FHsbMC7NhAfVu6XaBP8Cyin5zzxIRERER6cPkySUATJs2DS1btsTs2bNx5MgRpKamqj0vlUrRvHlzzJw5E02aNMnWPsqXL5/t+CQSCaKiorK9PVFutObEFQw/9C3sFMlq6yWdv4JNiz5mioqIiIiI8qscSS4BoFGjRti/fz/i4+Nx+fJlvH79GqmpqXB3d0etWrXg6upqUP2PHj3Sq5yy1VT1/k/lOqL84sStR2gY8hXcUmPV1ic26oaiPceZJygiIiIiytdyLLlUcnBwgJ+fn9Hr/fTTT3UmifHx8bh79y5iY2MhkUjg7e2N4sWLGy2G48ePY9OmTTh16hRevHgBa2trlC5dGm3btsUXX3yBihUrGm1f6V25cgXbt2/H0aNH8d9//yE6Ohqurq4oVqwY6tSpg2bNmqFr165wcnIyWQyUOzx8/QFWS4ejbNIrtfUfvBvDY/gc/phCRERERCaR48mlqZw4cUKvcgqFAnv27MGYMWMQHR2NkJAQ1KlTx6B9y2QyDB06FCEhIWrrExISEB0djevXr2P58uX4+eefMXbsWIP2ld779+8xbtw4hISEZBiN99WrV3j16hUiIyOxceNGeHh4oFmzZkbdP+Uu8Uky3P95BOrH3ldb/6qYD7ymrITE0spMkRERERFRfpdvkkt9SaVSdO/eHTVr1kTdunXRuXNn/Pvvv3Bzc8tWfYIgoF+/fti9ezcAwNHREYGBgahbty5kMhkOHTqEXbt2ISkpCePGjYOVlRVGjRpllNfy8uVLtGrVCtevXwcAeHh4oHPnzqhRowYKFSqE+Ph4PHjwACdPnsTp06eNsk/KvRQKBU79PBENX11UW//asQTKTQ+CxNbBTJERERERUUFQ4JJLpQoVKuCrr77CTz/9hMWLF+PHH3/MVj0hISFiYunu7o6TJ0+icuXK4vNDhgxBaGgoevfuDUEQMGHCBLRv3x5ly5Y1KH65XI6uXbvi+vXrkEgkmDVrFqZMmQJra+tMy0dHR0PK+QzztVOrfkbDe3+prYu2dkbRqUGwdHE3U1REREREVFDkSLZx//59fP3116hbty7c3NxgZWUFCwsLrX+WlqbPe1u2bAkA2LNnT7a2FwQB06ZNE5eXL1+ullgq9ezZEyNGjACQ1oV21qxZ2dqfqgULFuDcuXMAgJkzZ2LatGkaE0sAcHFx4dyh+dj134NQ8/R6tXWJUhukjlkNZw8vM0VFRERERAWJyZPLlStXolq1ali0aBEuX76MDx8+QC6XQxAEnX+mVqhQIQDA48ePs7X9qVOnxG09PT3Ro0cPjWUnTpwoPt69ezdkMlm29gmkJagLFy4EAJQpUwZTp07Ndl2U9704fQilds9WWyeHFPf6zkP5WvXMFBURERERFTQmbR48evQovvzyS3G5VKlS4rQjuaGL5r179wBkfyqSAwcOiI/btm2r9TVVqFAB3t7euHv3LuLi4hAREYFWrVpla79hYWF48+YNAKB///6wsLDIVj2U9yXcuQyL1eNhAYXa+mMtv0aPdh3NFBURERERFUQmTS4XLFgAIG36kY0bN2pt2ctpSUlJmDdvHgDA29s7W3VERkaKj+vV091CVK9ePdy9e1fcNrvJperIuA0aNIAgCNi+fTs2bdqEq1ev4sOHD3B1dUXVqlXRsWNHDBs2DPb29tnaF+Ve8hcPEf3LUDjK1VvB91TtjwGDh5kpKiIiIiIqqEyaXF64cAESiQTff/+9yRPLJ0+e6CyjUCjw/v17XLhwAUuXLsWtW7cgkUjQq1evbO3zzp074uNy5crpLK9a5vbt29naJwCcP39efFyoUCH4+/sjPDxcrYxyGpJjx47hl19+wa5du9CwYcNs75NyF/nzKLz5oT8ck2LU1v9ZphU6j58GKeeyJCIiIqIcZtLkUnlfoXLgHFMqW7Zstrq31qpVC2PGjMnWPj98+CA+LlKkiM7yqmWio6OztU8AePHihfh4+PDhuHPnDuzs7DBo0CA0bNgQVlZWuH79OtavX49Xr17h+fPnaNmyJc6ePYsaNWrovZ8qVapkuj4qKgpFixbNkNBmJjbWDcD/Bhq6desWwp8l6h0DZWT3/j+UO/Ar7GWxauvDC9eCzK8XLp+JMFNklB/Ex8cDgF7nNxHlLTy/ifIvhUKhu1AOMGlyWaZMGdy9exdyudyUuxFlZRAga2trDBgwAAsWLICtrW229hcXFyc+trOz01letUxsbKyWktqpJrV37txB6dKlcezYsQzde7/++mu0b98eZ8+eRWJiIgICAnDlypVs75fMz/7NQ3gdXALr5Hi19VcdK+Bas5ForPswJCIiIiIyCZMml61bt8bdu3dx4cIF1K9f35S7wowZM3SWsbCwgJOTE8qXL48mTZrA1dXVpDGZSvpfJtauXZvpfaMuLi4IDQ2Fl5cXkpKScPXqVYSHh6NFixZ67efGjRuZrq9SpQri4+P1qsc57CHwJklcrly5MlpUctFr/6Qu9c5FxG9ZAkm6xPKSU0VE9F2GGZ9WNFNklJ8oWzT0/Z4goryD5zdR/pUbBksFTJxcjh07Fhs2bMCiRYswcOBAk86zqE9yaWxOTk54//49ACAxUXdXT9UyhrwXTk5OePfuHYC07sBt27bVWLZUqVLo1KkTdu7cCQA4fPgw/6nkQanXTyNh4XBIktWPs9OFqiC4w3yE+HEuSyIiIiIyL5OmuOXLl8fmzZvx7NkztGjRAteuXTPl7nKci4uL+Pjt27c6y6uWUd02q1RbXD/55BOd5evWrSs+vn//frb3S+aRcjkcCQuGAukSy3DXWvih2c9Y27oiB/AhIiIiIrMzacslAHTt2hVnzpxBhw4dULNmTVStWhU+Pj5wcHDQup1EIsH69esN3v/Dhw/FVj43Nze9RnXVl4+PDx48eCDup3nz5jpjUd3WkP0qk8RChQrpLK+ayBpyryflvJR/DiDxt/GAPFVt/QG3evjmk+9xqn1FOFjljm4QRERERFSwmTy5fPz4Mb799lu8efMGgiDg+vXruH79ul7bZje5PHPmDBYtWoRjx45lSKacnZ3RunVrjBs3zuCpOapXr44DBw4ASJseJDAwUGt51SlEqlevnu391qxZE/v27QMAxMTE6CitPjKtIS2mlLOS//4dSaunAIL6Pba73f0wtuokhLcrj9KOVmaKjoiIiIhInUmbPF69eoWmTZvi2LFj4kiugiDo/ZdVgiBg/Pjx8PPzw549exATE5OhzpiYGOzatQtNmjTBhAkTDHp97du3Fx8fPHhQ6xDAUVFRuHv3LoC0eyb9/Pyyvd+OHTuKjy9duqSz/MWLF8XHlSpVyvZ+KeckH92KpFVfZ0gsQ4r7Y6jvJGxo4YFP3Dk0LBERERHlHiZNLn/55Rc8efIEANChQwccOXIEb9++hVwuh0Kh0PmXVRMnTsSSJUvERLJcuXLo27cvJk6ciIkTJ6Jfv34oV66c+PySJUswceLEbL++xo0bw8PDA0BaC+2uXbs0ll24cKH4uFu3btme/gQA6tWrJyaJDx8+xMGDBzWWffbsGfbu3Ssud+jQIdv7pZwhO7AeSRunZVi/tmQHfFVpDGZ9Uhw9yptucCwiIiIiouwwaXK5b98+SCQSdO3aFX/++SdatmyJwoULQ2KCwUcuX76MJUuWQCKRwNPTEwcOHEBUVBRCQkIwf/58zJ8/H8HBwYiKisJff/2FsmXLiglmdud+lEql+OGHH8Tl0aNH4/bt2xnK7dq1C6tWrQIA2NjYYPr06RrrbNasGSQSCSQSCWbOnKmx3Lx588THw4YNw7179zKUiYmJQa9evZCUlCTW3aBBA52vi8xDEATI9iyHbMucDM8tLdMNkyqOQN+KLphay80M0RERERERaWfSey6fPn0KABg+fLgpdwMAWL16NQRBgLu7O06fPo2SJUtqLNumTRucOnUKtWvXxps3b7Bq1SqsXr06W/sdOHAgwsLCEBYWhtevX6NevXoIDAxE3bp1IZPJcOjQIYSGhordfOfPn4/y5ctna1+qOnfujKFDh2LdunX477//ULNmTQwaNAgNGzaElZUVrl27hg0bNuDly5cAAHd3dwQFBRm8XzIdWehCJO9dmWH9nLJ9Mc+zDxoWs8c6vxIm+XGGiIiIiMhQJk0uXVxc8OrVK7i7u5tyNwCAkydPQiKR4Ouvv9aaWCqVLFkSkyZNwuTJk3Hy5Mls71cikWDbtm0IDAzEtm3bEBcXhyVLlmQoZ2Njgzlz5mD06NHZ3ld6q1evhqOjI5YuXYqEhASsXLkSK1dmTE6qVKmC33//HZ6enkbbNxlXyrn9mSaW08oPxlKP7vB0tMKeVqVha8mRYYmIiIgodzLplapyRFTVKThM5fnz5wCAJk2a6L2Nsqxy2+yytbXF1q1bcezYMQwYMADly5eHnZ0dChUqhCpVqmDChAmIjIw0eACh9KRSKX799VdcvHgRo0ePRuXKleHs7AwbGxuUKlUKnTt3RkhICP799194e3sbdd9kPIqYt0gKmplh/cSKI7HUozscraT4s01pFLM3+eDORERERETZZtKr1aFDh+Lw4cMICgpC165dTbkryOVyAICFhYXe2yjLKrc1VIsWLdCiRQuD6jhx4kSWt6lVqxZq1apl0H7JfJI2zYIQ915t3TjvL7GxZDtIJcD2FiVRrXD2B4AiIiIiIsoJJm257NGjB/r06YN9+/bhxx9/NOWuUKxYMQD6Tc2hpJyio3jx4iaJiUiXlH8OIPWfA2rr9hZphI0l2gIAFtQvig4eTuYIjYiIiIgoS0zachkREYGhQ4fi8ePHmDlzJvbu3Yu+ffuicuXKcHBw0Ln9p59+qve+mjRpgkePHmH+/Pno378/HB0dtZb/+PEjFixYAIlEgsaNG+u9HyJjUcS+Q1LQDLV17yydMdF7JCCRYJiPC8ZVLWym6IiIiIiIssakyaVyWg2lK1eu6D3th0QiQWpqqt77CggIQEhICB49eoSWLVsiJCQEFStWzLTs3bt3MWDAADx8+BASiQQBAQF674fIWJI2zYIQq94d9uuKw/HG2hUtStrjt8bFOTIsEREREeUZJh8hRDkFh6m1aNEC3bt3x+7du3Hx4kX4+vqiWbNmaNSokdjt9eXLlzhz5gxOnDgBhUIBIK3rrqH3SRJlVcr5g0g9t19t3Z9FGmJ30U9RzskKO1uWgpWUiSURERER5R0mTS43btxoyuozCA4ORmJiIg4cOAC5XI7w8HCEh4dnKKdMeDt06IDNmzfnaIxEirj3SNo4XW3de0snTKg4CvZWUoS1Kg03W44MS0RERER5i0mvYAcNGmTK6jOwtbXFvn37sHnzZvz666/4999/My1Xq1YtjB8/Hv3798/R+IgAIGnTDxBi36mt+7ricLy2ccW2T0uguhtHhiUiIiKivCdfNo8MHDgQAwcOxJs3bxAZGYl379Iu5N3c3FC9enW4u7ubOUIqqFIuHELq2T/V1u1za4BdRZvi6+qF8XmFQmaKjIiIiIjIMGZPLh8+fIhy5cqZpG53d3e0bNnSJHUTZZUi7kOG7rAfLB0xwXsU/Es7Yk7domaKjIiIiIjIcCad51IfFSpUQMmSJdGjRw9ERUWZOxwik5EF/wgh5q3auslew2HnVgzbW5SEJQfwISIiIqI8zOzJJZA2iuuePXvw+PFjc4dCZBIpF48g5fRetXUH3Orhz5LNsac1B/AhIiIiorwvVySXnMuP8jPhYzQSNkxTWxdt6YDx3l9ifdOSqMkBfIiIiIgoH8gVySVRfha/+UdIYt6orZvi9QX6fVIRfbw4gA8RERER5Q/si0dkQimXj0FxOkxt3cHCdfGm1mcIrscBfIiIiIgo/2BySWQiQnwM3q/+DnYq66ItHLCg1jgc8C/NAXyIiIiIKF/JV91i4+Pj8eHDB3OHQQQA+G/tLNh9VB8ddob3MKzuVBNFOIAPEREREeUz+Sq5PHfuHIoUKQJPT0906dLF3OFQAfbmzCEUuqA+OuzhwnXQqvcA1CrCAXyIiIiIKP/JV80ngiBAEAQ8ffoU//33n7nDoQLq3d1rkK+eqLYuxsIe1ztNw8yKLuYJioiIiIjIxHJVcvnFF1+gXr16qFmzJmrVqoWaNWvC3d1d7+1Vu8RyehMyhw/PnyJmXiCKpCaqrQ/+5Et837KqmaIiIiIiIjK9XJNcCoKABw8e4OHDh9ixY4e4vnjx4mKiqfzz8vLKtI5Dhw6Jj52dnU0eM5Gq6A8f8OTHAJRLeq+2/kCp5hg2dAgH8CEiIiKifC3XJJeAemujIAgAgBcvXuDly5f466+/xOccHR1RvXp1VK5cGZ6enrCzs8P169exefNmSCQSCIIAT0/PHI+fCq7YhET8+8Mw1Ip9pLb+QuFqaPDNYrjbW5knMCIiIiKiHJJrkkuJRAILCwukpqZmWK+kTDjj4uJw5swZnDlzRq2s8nmJRII2bdqYOGKiNHHJchz7aTxavr6itj7K0QPlvluLsoUdzRQZEREREVHOyTXJJQAcOHAAZcqUwdWrV9X+Xr16pVZO0/2UylZLFxcXTJw4MdMyRMaUkKrA1oU/oc/jI2rr31i7wnnyepQvof89w0REREREeVmuSi6lUikqVaqESpUqoXfv3uL6V69eZUg47927B4VCkaGO2rVrY/369VkaCIgoOxJTFVi8Yg2+ur5ZbX2ChQ2EcWvgVaG8mSIjIiIiIsp5uSq51KRYsWJo06aNWldXmUyGqKgoPHr0CImJibCxsUHlypVRoUIFM0ZKBUVSqgIzN/2OKf8sVFsvhxQfhy6CV43aZoqMiIiIiMg88kRymRkbGxv4+vrC19fX3KFQAZMsFzBh50lMPTkTllBvPf/Q63t4fdrWTJEREREREZmP1NwBEOUlKQoBI/64jNFHpsBJrj6X5YeWQ1C+8yAzRUZEREREZF5MLon0lKoQMOTgHQz9azJKJb9Tey62Vjt4BHxjpsiIiIiIiMyPySWRHuQKAYOPPUb3A1NRNf6R2nPx5Wuj1JiFkEh5OhERERFRwWX2q+Fy5cqJ81MS5UaCIGBYxHM0+msOmn+4qvZckntZFJ+yFhJrG/MER0RERESUS5h9QJ+oqCi8fv0aZ8+ehbe3t7nDIcpg+Y0PKHF4Bfq9Oqa2PsWxMIp8FwSJo4t5AiMiIiIiykXMnlwCQNGiRdG5c2dzh0GUwZmX8Xi5bRGmPN6utl5uZQuXyeshLVrGTJEREREREeUuuSK5JMqNXiek4NSKOZjySD2xFCRSOI5eAosK1c0UGRERERFR7sPkkigTKXIF/lo4HSOidmZ4zm7wLFjV8TdDVEREREREuZfZB/Qhym0EQcDJRVPR9XbGxNJ68I+wbtnXDFEREREREeVuTC6JVAgKBW4t+w71rqonlgpIkBIwG7b+TCyJiIiIiDLD5JLo/wkKBV6t+g6l/1FPLOWQ4kXf2XBr9bmZIiMiIiIiyv2YXBIBEBRyfFw9BfanQ9XWp0KKM51/QOUOvc0UGRERERFR3sDkkgo8QZ6KxJWTIJz6XW19isQCG1vORPuebLEkIiIiItKFySUVaEJqChJXTEDqmT/U1idLLDGt3jSMGNAHEonETNEREREREeUdTC6pwBJSk5G4fBxSz+1XWy+TWGJYje8xbmAvOFjxFCEiIiIi0gevnKlAElJkSFwyGqkXDqqtT5Rao0+1aRjYozO8XWzMFB0RERERUd5jae4AiHKakCJD4uJRSL16Qm19gtQGn1ebhvpNW6JrOWfzBEdERERElEex5ZIKFEEQkLRhWobE8qPUFj2qz4TEtxFm13U3T3BERERERHkYWy6pQEk+uBEpEbvV1sVa2KFH9Vl4WqI6LrcoBUspB/AhIiIiIsoqJpdUYKRGRkC2Za7auo9SW3St/iOuuvjgpH8pFLPnKUFERERElB28kqYCQf78ARKWjQEEhdr64ZUn4GIhHyxpUAyNitmbKToiIiIioryP91xSvifExyJx0RdAQpza+h/L9sc+90boXd4Zo6u4mik6IiIiIqL8gckl5WuCQo6EZWOgePFQbf0e9yZY4Nkbnxa3x7pPS0Ai4X2WRERERESGYHJJ+Vri1nmQX/tbbd2/jhUwymccelcohMPty8DRiqcBEREREZGheFVN+Vbc8V1I/Wu92rrXVi7oW3UqRtUqia0tSsLGgqcAEREREZExcEAfypfeXLsAyYbvYa2yLlliiQFVv8Pk5tUwumphs8VGRERERJQfsdnGiI4fP46AgAB4eXnBwcEBrq6uqFatGr7++mvcu3cvx+JYs2YNJBKJ+Fe2bNkc23ducO/hY8T9OhLWihS19ZN9vsTk7q2YWBIRERERmQBbLo1AJpNh6NChCAkJUVufkJCA6OhoXL9+HcuXL8fPP/+MsWPHmjSWx48fY9KkSSbdR2529uk7KH75AtVkH9TWr/fsgqHDhnK6ESIiIiIiE2FyaSBBENCvXz/s3r0bAODo6IjAwEDUrVsXMpkMhw4dwq5du5CUlIRx48bBysoKo0aNMlksgYGBiIuLg4ODA+Lj402yn9zq9wcx+LhsErrE3ldbf7ZIbbSf+AMquTGxJCIiIiIyFXaLNVBISIiYWLq7u+P8+fNYsmQJ+vfvjyFDhmDnzp3YsWOHONXFhAkT8OjRI5PE8ttvvyE8PByWlpb48ccfTbKP3GrZ9fc4s2ExuryOUFv/1LEUan6/CpXcHMwUGRERERFRwcDk0gCCIGDatGni8vLly1G5cuUM5Xr27IkRI0YASOtCO2vWLKPHEhUVhW+++QYAMHnyZNSqVcvo+8itfrz8Bgf/3IvpDzerrU+wcoDHd+tRzN3NTJERERERERUcTC4NcOrUKTx+/BgA4OnpiR49emgsO3HiRPHx7t27IZPJjBaHQqHA4MGDER8fD19fX0yfPt1oded2O6Nise3kRay5tVBtvQISuI5dCifPimaKjIiIiIioYGFyaYADBw6Ij9u2bQupVPPbWaFCBXh7ewMA4uLiEBERobFsVi1ZsgR///03pFIpNmzYABsbG6PVnZtdeZuEufvPYu+/38NJnqj2nF2fKbCp1cwscRERERERFURMLg0QGRkpPq5Xr57O8qplVLc1xN27dzF16lQAwLhx41C/fn2j1JvbvUpIxeTQE9h9+RsUS4lWe86qSRdYdxhqnsCIiIiIiAoojhZrgDt37oiPy5Urp7O8apnbt28bvH+FQoGAgAAkJibCy8sLP/30k8F15gXJcgHf7DiK9ecmwyVVfURcacVasB0yRxxAiYiIiIiIcgaTSwN8+PC/uRSLFCmis7xqmejoaIP3v2DBApw9exYSiQTr1q2DnZ2dwXWqqlKlSqbro6KiULRoUYSHh+usIzbWDYC1uHzr1i2EP0vUvIEOggDsu/MCP56bC+d0XWFji1ZAVIMAyE+dznb9RAWdcgojfc5vIspbeH4T5V8KhcLcIQBgcmmQuLg48bE+iZ1qmdjYWIP2ffPmTXHgnhEjRqBp06YG1ZdXRN5/iK/PLoKjIklt/fvilfCo9VdQWNmaKTIiIiIiooKNyWUeJJfLMWjQIMhkMnh4eGDevHkm2c+NGzcyXV+lShXEx8ejRYsWOutwDnsIvPlfIli5cmW0qOSSrXguhB9G31MLYKdIVluf4NMInpPXoKyNcVtuiQoiZYuGPuc3EeUtPL+J8i9tA4vmpNwRRR7l5OQkPk5M1N3VU7WMs7Nztvf7888/4+LFiwCAtWvXqsWRXz09dQhlN4zOkFi+rvQpik1ZBwkTSyIiIiIis2JyaQAXFxfx8du3b3WWVy2jum1WXLt2DT/88AMAYPDgwWjdunW26slLYk/vh8Oq0bARUtXW3/VqjgrfrYbEumBMvUJERERElJuxW6wBfHx88ODBAwDAw4cP0bx5c63lHz58qLZtdmzYsAHJyWmtd4ULF9Y4QqzqvmJiYtTKff3113lmLkzZqTAoVn0NS0H9JuUz5fzRatpySCytzBQZERERERGpYnJpgOrVq+PAgQMAgPPnzyMwMFBr+fPnz6ttmx2CIIiPFy5cqNc20dHRmDZtmrj81Vdf5YnkMvlEKJLWfgspBLX1f3q2Radpi2HBxJKIiIiIKNdgt1gDtG/fXnx88OBBrUMAR0VF4e7duwDS7tX08/MzeXx5WfLRLUha+w0k6RLLkDId0GjyQjjZMLEkIiIiIspNmFwaoHHjxvDw8AAAPH78GLt27dJYVrWVsVu3brC1zd6UGYsXL4YgCDr/jh8/Lm7j6emp9lx27/fMKbK/NiBp4/QM61eU7ozKo+egnAunGyEiIiIiym2YXBpAKpWKg+sAwOjRo3H79u0M5Xbt2oVVq1YBAGxsbMT5KTPTrFkzSCQSSCQSzJw50+gx53ayvzZAFjI7w/qFHj3hPHAqmpdyNENURERERESkC++5NNDAgQMRFhaGsLAwvH79GvXq1UNgYCDq1q0LmUyGQ4cOITQ0VLxXcv78+ShfvryZo86dZAeDMk0sfyrbDzFtRmCmb2EzREVERERERPpgcmkgiUSCbdu2ITAwENu2bUNcXByWLFmSoZyNjQ3mzJmD0aNHmyHK3C/5cDBkwT9mWD+9fAAu1xuAo41LQCKRmCEyIiIiIiLSB5NLI7C1tcXWrVsxdOhQBAUF4fTp03jx4gWsra1RunRptGnTBsOHD4e3t7e5Q82Vko9uRdKmmRnWTys/GGG+vXHBvzSsLZhYEhERERHlZkwujahFixZo0aKFQXWcOHHCKLE0a9ZMbdqS3Co5fDuSNk7LsH5muUHY6t0Lx1qXQVE7HqZERERERLkdr9rJbJJPhCJp/dQM638s2x+hvn3wd3sP+Ljk/vk4iYiIiIiIySWZSXLEbiSu+xbpO7vOKdsXe6sPxKn2HvB04lyWRERERER5BZNLynHJp8KQuGYKJOm67c7z/ByH6gzG3209UMyehyYRERERUV7CK3jKUWWu/YXEsOkZEssFHr0QUX8ojrf1gIuNhZmiIyIiIiKi7GJySTmm2+sIfHJyASSCQm394jLdccFvBA61LgN7S6mZoiMiIiIiIkMwuaQc0fn1Kay9uQBSqCeWy0p3xU3/MdjbvBSnGyEiIiIiysOYXJLJffbmDNbfmg/LdInlb6U742mHCdjSpAQspEwsiYiIiIjyMvZBJJP69OlJBN2cBytBrrZ+VamOiO02BSv9mFgSEREREeUHbLkkk5Ed3Ijvz82GFOqD96wt2QFCn6mYW8vdTJEREREREZGxMbkkoxMUCsi2z0Py/nUZmsY3lGgL58AZGFbZzSyxERERERGRaTC5JKMSUmRIXD0FqWf/zPDculIdUHrYD+hV0SXnAyMiIiIiIpNicklGIyTEIWHxSMhvnM3w3PGGI9C6z1eo6mZnhsiIiIiIiMjUmFySUSg+vELCL4FQPLmt/oSFJWyHzUVnv27mCYyIiIiIiHIEk0symPy/e0j4JRDCu+fqT9g6wH7sb7Cs7meewIiIiIiIKMcwuSSDpN6+gISFXwAJsWrrJYWKwP7r9bAoV9VMkRERERERUU5icknZlnL+IBJXjAdSktXWS0uUg/3kjZAWLWOmyIiIiIiIKKcxuaRssZTFI3HpV4CgPoelhVct2E1aA6lTYTNFRkRERERE5pB+GkIivVglxmRILC1rt4T9d8FMLImIiIiICiC2XJJRWLX4HLYBsyCx4CFFRERERFQQMRMgg9n0GAfrLl9BIpGYOxQyAkEQIKRrlaaCR6FQmDsEIjIRnt9E5iWRSPLtdTOTS8o+qQVsh8yGdbOe5o6EDKBQKBAfH4/Y2FjEx8dDLpebOyQyIwcHBwDAnTt3zBwJERkbz2+i3MPCwgIODg5wdnaGg4MDpNL8cbcik0vKFgES2E1cA6uazcwdChlAoVDg6dOnSEhIMHcolEsoLz6JKP/h+U2Ue8jlcsTGxiI2Nhb29vYoU6ZMvkgwmVxStiQ7FWFimcepJpZSqRQuLi5wcnKCtbV1vvhyo+yJjU2bs9bZ2dnMkRCRsfH8JsodFAoFkpOTERcXh+joaCQkJODp06f5IsFkcknZorCwMncIZKD4+HgxsfTw8ICdnZ25Q6JcQPlPLa//cyOijHh+E+UOUqkUlpaWsLe3h7OzM548eYKEhATEx8fDycnJ3OEZhN8uRAWU8hdsFxcXJpZEREREZmBnZwcXFxcA/7s2y8uYXBIVUPHx8QCQ538hIyIiIsrLlNdiymuzvIzJJVEBJAiCOCqstbW1maMhIiIiKriU12JyuTzPTwfH5JKoAFL94uK9N0RERETmo3otxuSSiIiIiIiICjwml0RERERERGQwJpdERERERERkMCaXREREREREZDAml0RERERERGQwJpdERER53Pr16yGRSGBvb4+nT5+aOxyDBAUFQSKRQCKRICgoSGvZq1evIjAwEBUrVoS9vb24XdmyZXMkVlJXtmxZ8TOg/CMr52R+1KxZM0gkEnTo0MHcoeQJTC6JiHIh1Yu0EydO6CwfGRmJkiVLitt88skneP36tVqZxMREnD9/HqtXr8aIESNQv3592NnZidsEBARkK76s/DVr1izT+mbOnKlxGwsLC7i4uMDHxwd9+/bFrl27kJKSojG2zOo6cuSI3q9txYoVGbbfvn273tvntHfv3mHy5MkAgPHjx6NMmTIZyqheHGr6DDRRfR8ePXpkhIiNY8+ePahbty42btyI+/fvIzEx0dwhEeUJQUFBmDlzJmbOnIno6Ghzh5PrLVy4EBKJBAcOHMDvv/9u7nByPUtzB0BERIaJiIhAp06dEBMTAwDw9/fHnj174OjoqFaudOnSeP/+vTlCFFWoUCHL2ygUCsTExCAmJgZ37tzBtm3bUKVKFWzbtg3VqlXTq45169ahVatWepfNS3744Qe8f/8eTk5OmDRpkrnDyRHJyckYOXIkUlNTAQB9+/ZFy5YtUbhwYQCAvb29OcMjytWCgoJw8uRJAEBAQABcXFzMG1AuV6dOHXTs2BF//PEHpkyZgo4dO8LKysrcYeVaTC6JiPKwsLAw9OnTB0lJSQCA3r17Y/PmzbC2ts5QVi6Xqy0XKVIErq6uuHfvXpb3u2bNGiQkJOgsFx0djcGDB4vLQ4cO1blN8+bNMWbMGHFZoVDg7du3OHnyJEJDQ5GSkoIbN26gZcuWuHjxIjw8PDTWZWlpidTUVISFheHdu3dwc3PTuu9Lly7hypUratvmZk+ePMGqVasAAMOHD4erq6uZIzJcQECAzlb0Cxcu4NWrVwCAVq1aYcuWLTkQGVHBpM85md999913+OOPP3D//n2sW7cOI0eONHdIuRaTSyKiPGrdunUYMWKEmDSOHj0aS5Ys0Xi/U6dOneDl5YVatWqhVq1aKF26NIKCgtSSP321bt1ar3LLly8XH1etWhUNGzbUuY2Hhwe6dOmSYf0XX3yBCRMmwN/fH9HR0Xjz5g2mTp2K4OBgjXV99tlnCAsLQ3JyMoKDgzFu3Dit+167di0AwNraGq1atcL+/ft1xmtOixYtQnJyMqRSaYG62FG9r7R27dpmjISICoL69eujdu3auHz5MhYsWIAvvvgCFhYW5g4rV+I9l0REedCcOXMwbNgwMbH86aefsHTpUq0DaWzevBnTp09Hx44dUbp06RyJU5msAcCwYcMMrq9OnTr46aefxOU9e/ZAJpNpLF+/fn2x6+z69eu11p2QkIBt27YBADp37owiRYoYHK8pxcfHY8OGDQCApk2bonz58maOKOcoW+oBwNbW1oyREFFBERgYCAB48OAB9u3bZ+Zoci8ml0REeYggCBg7diymTp0KALCwsMC6devE5dzk/PnziIyMBJCWAAwYMMAo9aq2asbHxyMqKkpr+SFDhgAArl+/jn/++UdjuZ07dyI2NhaAft13gf+NIqg62M1ff/2F7t27w8PDA7a2tihbtiw+//xzXL16NcP24eHh6NmzJ8qXLw9bW1sULVoU3bp1w7lz53Tue/fu3YiLiwMA9OzZU694TeHEiRMZBoWKjY3FvHnz8Mknn8DV1RX29vbw9vbGV199hSdPnmitT9vIlMr1qq3ts2bNyjAAU2YDD6WmpmLTpk3o0qULPDw8YGdnB2dnZ/j4+GDYsGH4+++/db7WzD7vffv2oXfv3ihXrpw4QJZyEK7M3ps3b95g1qxZqFmzJlxdXVGoUCHUqVMHS5cuVUuagbTBmubOnYs6derAzc0NDg4OqFatGmbPnm30AYwSExOxfPlytG3bFqVKlYKNjQ1cXV1RrVo1jBkzRjyXs0KhUCA4OBitWrVCyZIlYWNjg1KlSqFnz544evSoXnVcuHABI0eORI0aNVCoUCFYWVnBzc0N3t7e+PTTTzF+/Hi96nrx4gVmzZoFPz8/lChRAtbW1nBzc0OdOnUwZcqULB2XM2fOBJCWZEyZMgXVq1dH4cKFxc/54cOHkEqlkEgkqFy5sl6vEwAqV64MiUQCqVSKhw8fqj0nCALOnj2LmTNnok2bNvD09IS9vT1sbGxQvHhx+Pv7Y8GCBeK995lRHr/K+y0BoFy5chnOn/SjLWdltFhTnWcRERHo06cPypYtCxsbGxQpUgT+/v4ICQmBIAg66zTGcdSjRw/xB1zlD3uUCYEoi3x9fQVPT09zh0EGkMvlws2bN4WbN28Kcrnc3OFQJjw9PQUAAgDh+PHjgiAIQnJysvD555+L6+3s7IS9e/catJ+NGzeK9Q0aNEiIiYkRYmJijPAKBGHo0KFi3f3799dadsaMGWpxaJOcnCyWBSCcPn1aY11z584V3r59K9jY2AgAhGHDhmmst1GjRgIAwdPTU5DL5cKgQYPEerZt25bpNk2bNhXLREVFCUOGDFGLTfXP0tJS2LlzpyAIgpCSkiKMGjVKY1mpVCoEBQVpfR86duwolr9165bWsqqfc9OmTbWWTU81rocPH2Z4/vjx42qf3ZUrV4Ry5cppfG1OTk5CRESEXrFu3LhRYyza/tLHefPmTaFSpUo6t+vVq5cQHx+vMTbVz/vu3btC7969M61Hec6mf2/Onj0rlChRQuP+mzRpIsTFxQmCIAgXLlwQSpYsqbFs7dq1hQ8fPujzEYo0nd9///231n0pj8nRo0cLqampGutX/d6KjY0V/P39tdY5ZMgQjfUpFAph7Nixen/mKSkpGuOaO3euYGtrq3V7a2trYdmyZRrrUD0uZ8yYIWzdulVwcHDIUI/y+0v1WDl37pzGepXOnj0rlm/WrFmG54cNG6bX++Dm5iYcOXIk032oxqTtL/01nrZzUpUpzrMHDx4I48eP11pf9+7dNX7+xjyOBEEQqlSpIgAQbGxsxHPVGIxxXebp6Sn4+voaLabs4j2XRER5wMePH9GtWzdxSg0XFxf8+eefaNKkiZkjy9zHjx/Vpu8wRpdYpfRTrOga6dDNzQ1dunTBjh07sH37dvz6669wcHBQK3Pr1i2cOXMGQFpLp1Sa9Y493333HXbs2IFKlSphwIAB8PLyQmxsLHbs2IFjx44hNTUV/fv3R7169bBo0SKsWLEC3t7eGDhwYIayCoUCw4cPR+PGjeHl5ZVhXykpKTh27BgAwNXVFZUqVcpyvKbw33//oV27dnj16hU6d+6MNm3aoEiRInj27Bk2bdqEq1evIi4uDr169cKtW7eyPErlnj17AKS1+C5btgxA2iBWn3/+uVq5okWLio/v3buHRo0aiVMulC5dGoMGDUKVKlUgk8lw6tQphISEQCaTYefOnXj+/DmOHz8OS0vtl0jjx4/H/v37UapUKQwYMABVqlSBQqHAlStX4OzsnKH806dP0alTJ3z48AH9+/dH8+bN4eDggGvXruG3335DdHQ0Tp06hYkTJ+Lbb7+Fv78/4uPj0a9fPzRv3hyOjo64du0ali9fjpiYGFy+fBkTJ07U2d1bl1OnTsHf31/sXq56/MbFxeHo0aMIDQ2FQqHAsmXL8ObNG7H7uDaBgYE4evQoypUrh4CAAHh7e+Pjx484cuQIQkNDIQgC1q9fDwsLC6xevTrD9qtWrcKSJUsApPV86NmzJxo2bAh3d3ekpKTgzZs3iIyMxLFjx7ROkTNixAixfgcHB/To0QMNGjRAkSJFEB0djYiICOzYsQPJyckYPXo05HI5xo4dq/W1nTlzBnPmzIEgCOjTpw+aNWuGQoUK4fHjx+JxM3jwYLGFMCgoCPXr19dap2qLYGb3wSckJMDKygoNGzZEgwYN4OXlBRcXF8jlcjx58gSHDh1CeHg43r17h06dOuHcuXOoXr26Wh0//fQT3r59i++//x43btwAAKxevVrtfAGyN9qyqc6z6dOnIyQkBGXKlBHPM0EQcPr0aWzYsAEymQy7d+/GggUL8M0332TY3ljHkVLDhg1x48YNyGQyHDt2DJ07d87ye5XvmTm5pTyILZd5X1Z/IZMrFMLrhBT+JaQIcoUiBz4h9RaAnTt3Cp988om4XKpUKeHatWtG2Y+pWi7XrFkj1uvj46OzfFZaLlesWCGWdXBwEJKSkjTWNXfuXEEQBOHIkSPiuvXr12eoc8KECQIAwcLCQnj69KkgCEKWWy4BCAMHDsz0l+8BAwaIZZSfpaay/fr1E8uOHj060/1euHBBLNO2bVut75cg5FzLJQDB0dFROHbsWIZyKSkpQps2bcRyixYt0hmrplaS9K1I2qieO23bts20teH69etC8eLFddaZ/vNu37698PHjR437Tv/euLi4ZNqKdf36dbFlzcrKSqhRo4bGspGRkWJLvKWlpfDq1Sutr19V+vM7ISFBKFOmjBhfYGCgkJycnGG7EydOCI6Ojjo/F9XvLQBCp06dhISEhAzlDh8+LNjZ2YnlDh48mKFMtWrVxNd48eJFra/r5MmTgiKT72bV46Rx48bCs2fPMt3+2rVrYouylZWVcP/+fa114f9bCC9cuKAxpo8fP4rvmYuLS4bvKVWJiYmCi4uLeP5kdkxFREQIb9++1ViHIAjCgQMHxOOodevWGsupHseZndPp6XNOmvI86969e6bH0fHjxwULCwsBgODu7i7IZLIMZYxxHKlav369GNfkyZO1ls0KtlwSUYHyLkmOoiFZn64iP3rdvyLc7XL2qzMwMBAfP34EkNaqcPjwYa3Tb+QGqgP56Hv/oj6uXr2K77//Xlzu0qULbGxsdG7XsmVLlCtXDg8fPsT69evFgRmAtDkTN2/eDABo06ZNtgc78vHxwdq1azP9JX727NnivUEXL15E5cqVtZbdunUrBEHAgQMHsHTp0gxlVO9/8/HxyVa8prJ48WK0aNEiw3pLS0ssXrxYvAftwIEDGD9+vEljOXToEC5evAgAKFWqFHbu3Jlh/lcAqFKlCrZu3SrGvXjxYkycOBFOTk4a6y5evDi2bt2aoRVcm6VLl2baglWlShX069cP69evR0pKCv79919s3rw507LVqlVDv379sGHDBqSmpuLw4cPo37+/3jGo2rx5szjybq1atbBmzZpMR8Bs2rQpli1bJraozZkzBwMHDtTawl+qVCls2bIFdnZ2GZ5r1aoVZs+ejQkTJgAAfv75Z7Rp00atzN27d8W46tSpo/V1fPrppxnWJScnY9q0aQCAkiVL4sCBA5m2KANpI1lv3LgRbdu2RUpKCn799Ve1ka4zs2LFCnzyyScan3dwcEDPnj2xceNGREdHIywsDL179860bFhYmNji16tXr0yPKT8/P63xAEC7du0wYcIEzJkzB4cPH8bz589RsmRJndsZypTnWcWKFRESEpLpwF3NmjVDjx49sGPHDrx58wYXLlxA48aN1coYehyl5+vrKz7O7D564oA+RES5njKxBNISzdyeWP7777+4cOECgLQpPQYNGpSl7Z88eYKwsDDx7/fff8fatWsxYMAA1K9fH+/fvweQNk/n7Nmz9apTIpGICeWZM2dw69Yt8bmwsDC8ffsWgGGJ8MiRIzOdXxQAypQpA09PT73Kenp6imUfPHiQYZAXAGqDfeiauzMnFSlSROvn7ePjIybv169fN3k8oaGh4uMxY8ZovYht3ry5eAEfExMjdkHXZMiQIShUqJDesbi7u6Nv374an1dNHnSVVb0IVnZvzA7V9+ebb77ROrXCwIEDxYFe7t27p/PC+ssvv8w0wVAaMWKE+P6dOHECb968UXtemWDdv38fHz580LqvzBw5cgT//fcfAGDUqFEaE0ulNm3aoHjx4gDSBuXSpkyZMujRo4fOGFTnhtQ2EI7qc4bOJ6l6HOkzMJgxmPI8GzVqlNYRoVu1aiU+zuw7xdDjKD3V71t9utEWREwuiYhyOdX7Zr755hvxXrPcSrXVsmvXrlme0uP48ePo2rWr+Ne9e3d88cUXCAkJQXJyMoC0JOXo0aNqCZsugwcPFi+eVe9TU8ZbrFgxdOzYMUuxqtI1h6fywhUAGjRooFdZQRDEFg1VygQbyF3JZd26dXXeQ6VMLo1xoaeL6sV127ZtdZZv3769+Pjs2bNay+rTyqGqbt26WpM31eMjK2UNeR+VoydLJJIMLYfpSaVStTK63h9dc+Ha2dmptTKdP39e7Xnl5/Xhwwf4+flh06ZNePfundY6VamOiJqcnKz2g5WmP2UC+uDBA61THDVp0kSv+7L9/PxQoUIFAGnJ7vPnzzOUefbsmZhgeXl5aW2hVCgUCAsLw6BBg8QRaq2srNRGem3Xrp1YXplcm5opz7NGjRppfV61p0lm54Khx1F6hQsXFh8bUk9+xm6xRES53K+//ootW7Zgw4YNEAQBY8aMQVJSEr7++mtzh5ZBYmIitmzZIi4bYyAfiUQCR0dHFC9eHLVr10aXLl3QrVs3jS1/mpQqVQpt27bF/v37sXnzZsydOxfPnj0TB8YJCAjQmRhpoyvJU+2+m5WymbVcqq7T1kqQ0/T5IUH52rRdvBvLs2fPxMf6DHqkWiazREBVmTJlshRLTh4f+oiJiRF7RRQrVkyvVtisvD8VK1bUWZ+3tzcOHDgAQP2zAoB58+bhzJkzePToEW7cuIGAgABIJBL4+vqiQYMG8PPzQ7t27TIMRqOk2qr0ww8/6IwlvXfv3mnsUqrvZy+RSDBo0CBMnz4dcrkcwcHBmDJlilqZ4OBgKBQKANDa6n///n306NED//77r56vAFqnJTEmU55nur5TdJ0Lhh5H6am2gBt7OqD8gsklEenkZmuB1/11XygUBG62mlsTTEUqlWLdunWwtbXFihUrAACTJ0+GTCZTu/8wNwgNDRVb2ipUqJDpvXe6DBo0SOdcatk1dOhQ7N+/H2/evMEff/yBq1evinOkKefDzK6sjDCbndFoVal2E1POzamNaitYamqq3vtJSUnRWE9mDH1dxqacB9TS0lKve3NVE3Vd72tm9xJqk5PHhz6U7w0Ard1XVWXl/dHnXlTVMqrxAGktUleuXMG8efMQFBSEly9fQhAE3LhxAzdu3BBHmu3WrRvmz5+foRdDZi3+WaHsJZGZrHz2gwYNwsyZM6FQKLBp06YMyeWmTZsApH3mmpLL2NhYNG/eXGyJLFasGNq1a4eqVauiWLFisLOzE8/N69evi/eayuVyveM0hCnPM0PPBUOPo/RU483qd0BBweSSiHSSSiQ5PogNqZNIJPjtt99gY2ODX3/9FQAwbdo0JCUl4aeffjJzdP+TfiAf5YTTucVnn32G4sWL4+XLl1i9ejVu3rwJIG3AEn1aWnIL1ZYtfbpmqbZK6ZOMaiqb1alDzM3JyQnR0dFITU1FcnKyztZu1QRH1z16eZ3qBX58fLxe22Tl/YmPj9erTGbxKLm4uGDu3LmYPXs2rl+/jjNnzuDs2bM4ceIEnjx5ArlcjtDQUISHh+PcuXNq0/aoJszh4eFo3ry5ztdnCh4eHmjevDmOHTuGW7du4fz586hXrx6AtG7Jt2/fBgC0aNFCY4vo8uXLxcTy888/R1BQkMYkzsrKygSvQrvcfp4Zchylp/p9m5tuSchNctdPjEREpNWiRYvw7bffisuzZ8/GpEmTzBjR/9y+fRunTp0CkHaBk9lcbeZmaWkptg4cOXJE7M5lzBFtc0K5cuXEx/oklyVKlBAfP3jwQOyGp8u9e/8bJdrR0TFXdcHVR6lSpcTHd+7c0VletUxOjLJpToUKFRITsJcvX+r1o0NW3h/VY0efMqqfVXpSqRTVq1fHiBEjsGnTJjx+/BhnzpxBtWrVAKSdA1OnTlXbRvVevCdPnuiMxZRUvwtVe2XomttS6dChQwDSvr+UPzJqojrYV07JK+dZdo6j9FS/b1W/h+l/mFwa0fHjxxEQEAAvLy84ODjA1dUV1apVw9dff63Xl2xWvH//Hjt27MCoUaPQqFEjuLu7w9raGk5OTvDy8kKvXr2wbds2rd06iChvmjNnDmbNmiUuL1y4EKNHjxa7d5qLaqtlx44dUaxYMTNGo1n67q8uLi56jfyYm6gO8qRsfdWmRo0aYheu+Ph4cTRfXVQHRdE1CFFupBqz8gJdG9VRQnUN0JQfKKc6EQQBhw8f1lpWEAS191DX+6NrFNDExETxxyjVWPTVsGFDtfu7VY9VAGotlcr7Os2lW7duYgvd9u3bIZPJIJPJsH37dgBpiX7Xrl01bv/y5UsAaS1lqgPKZGb//v0641HtamqM/xt5+TzTdRylp/p9W7NmTVOFlacxuTQCmUyGAQMGoEWLFti0aROioqKQkJCA6OhoXL9+HQsWLED16tWxZMkSo+xv4sSJKFasGD7//HOsXLkSZ8+exdu3b5GSkoKPHz8iKioKoaGh6Nu3L6pWrZpjQ1ETUc6ZPn065s2bJy4vX74cw4cPN1uCqTpXJGCcgXxMpWLFihg8eDDq16+P+vXrY+LEiVqHus+NqlevLt6v9s8//+hsibS2tsZnn30mLiu7VmuTmJiIVatWicvdunXLZrTm06tXL/Hx0qVLtXb/jIiIQEREBIC0i33VKQ7yK9X3Z968eVqPo+DgYHGQnIoVK+q8sF6xYoXW93vNmjXigDPNmzfP8qjSAFC+fHnxcfp7idu2bSu22O/evTvDaLQ5yc7OTpzj8sOHD9i7d6/a3Ja9e/fWev+e8lx//fq11kF6/v77b72SO9Uuw6pTXWVXXj/PtB1H6amObqtrJNuCismlgQRBQL9+/RASEgIg7YQdM2YMgoODsW7dOvTs2RMSiQRJSUkYN26cOBiHIW7cuCEe/J6enhg8eDCWLVuG7du3Y9OmTRg9erR4X8y9e/fg7+/PBJMoH5o8ebLaj1Zr167F4MGD9e7yaEx79uwR54r09PTUOQ2BuW3YsAHnzp3DuXPnct2gSPqwsrJCy5YtAaTdF6lP6+W3334rDvqxY8cOzJkzR+OxEhcXhz59+ojJRJkyZXJlN2ddWrdujbp16wIAnj59is8//xwJCQkZyt26dQt9+vQRl8ePH5/nugBnx4ABA8T7/C5evIgRI0ZkenF96tQpjB49WlyeOnWqzoFWnj59iv79+2c6gmd4eDi+++47cfmbb75Re/7FixcYP3487t69q3UfqtMy1a5dW+05Ozs7cR5cuVyOjh074ujRo1rri42NxcqVK7Fr1y6t5bIj/ZyXWZnbUrWFefLkyZn+iHjhwgX06NFDrx8YVZOpS5cu6SyvS249z4xxHKWnvJ62sbHJ1oB1BQFH6DBQSEgIdu/eDSBt0uOTJ0+icuXK4vNDhgxBaGgoevfuDUEQMGHCBLRv316ciDg7pFIpunXrhrFjx8LPzy/DgBkDBw7E1KlT0alTJ5w/fx7x8fEICAjAzZs3c91IfkRkmDFjxsDW1hYjRoyAIAjYtGkTZDIZgoODM0yrER4ejvDwcLV1kZGR4uMrV67gxx9/BPC/4d1r166tV4uVapfYIUOG8LsmB3Tv3h1//PEHgLTbMqpWraq1fK1atTB//nxMmDABQFqCsHnzZnTr1g0+Pj6wt7dHdHQ0Ll++jJ07d4r3FtnZ2WHXrl15rnVXacuWLahXrx6io6Oxb98++Pj4ICAgAL6+vpDJZDh9+jQ2b94sTo3SpEkTnfdd5Rd2dnbYunUr/P39IZPJsHbtWpw6dQr9+/dHhQoV8PHjRxw9ehQ7d+4Uf4jo3bu31ikzlHr06IFdu3ahSpUqCAgIgLe3Nz5+/IgjR44gNDRUrO+LL77I8GOUTCbD4sWLsXjxYlSvXh1+fn6oUqUK3NzcIJPJ8OzZM+zdu1e80JdKpZl+ZoMHD0ZkZCQWL16M169fo1WrVmjUqBHatm2L8uXLw8bGBjExMYiKisLFixdx8uRJJCcnY/78+Ya+tRk0atQI3t7euHv3rloX5EqVKunsGjp69GisW7cOqampWLNmDS5fvozevXujTJkyiI6OxrFjx7B7924oFAoMHjwYGzdu1Fpf69atxR8mJ0+ejNevX8PHx0cciMfOzg5NmzbN0uvLjeeZsY4jpVevXok/5LVp00bvUZYLHIGyTaFQCJ6engIAAYCwY8cOjWVHjhwplgsICDBov+/evdOr3H///SfY2tqK+z158qRB+1Xy9fUVPD09jVIXmYdcLhdu3rwp3Lx5U5DL5eYOhzKh+t1y/PhxneU3btwoSKVScZtu3boJycnJamVmzJghPq/v36BBg3TuOyoqSpBIJAIAwcLCQvjvv/+y/HpVY9Nnn/rWNXfu3GzXM2jQILGebdu2ZVqmadOmYpmHDx9qrc/YZePj4wUnJycBgODn56fHK0oTEhIiuLq66vX5+/j4CFeuXNFa3/Hjx7P02am+tsxs3LhRfH7jxo06y8yYMUPnPm/cuCFUqlRJ5+vt0aOH8PHjR71i1/UZCkLW3htTlVUVExMjxMTEZFgfEREhlCxZUut7I5FIhC+//FJISUnRWL/q91ZcXJzQunVrrXUGBgYKqampGep59OiR3t9RLi4uQmhoqNbXvWrVKqFQoUJ61WdpaSkEBwdnqCOrx1xm5syZk2F/+n5HBQcHC9bW1hrjtrKyEhYuXKh2bGiKUy6XC61atdJYV/prPH3OSUEwz3mm7fUa+zhavny5WH7Pnj1ay2aVMa7LPD09BV9fX6PGlR38adkAp06dwuPHjwGkdQPTNiDExIkTxce7d+82aPJoXTdzK5UqVUrtl6esTLxLRHlLQEAAQkJCxNbK33//HV27ds2RierXrVsndsVq37691lEfyXjs7e3FwYlOnTqF+/fv67Vdv3798OTJE6xcuRLdu3dHuXLl4OzsDEtLSxQuXBi+vr4YPHgwwsLCcOPGjXwxaIWvry+uX7+OoKAgdOrUCaVLl4aNjQ0cHR1RsWJFDBkyBBEREQgNDdVrfsb8xs/PD/fv38eyZcvQunVrFC9eHNbW1ihUqBCqVKmCr776ClevXsXy5csz9IjQxNHREX/99Rc2bdoEf39/sc4SJUqgW7duOHz4sDjHYHqenp548OABVq9ejUGDBqF27dooXLiwOI9iyZIl0apVKyxcuBBRUVE6B+QaPnw4njx5gmXLlqFTp07w8PCAvb29eMzXqlULAwcOxIYNG/D8+XP0798/W++jLgMHDlTr1SGVSjFgwAC9tu3fvz8uXbqEwYMHo2zZsrC2toazszMqV66Mr776CpcuXRJ7JegilUqxf/9+LFu2DM2bN0fRokWNMoVJbjvPjH0cKVuEy5Urh44dO5o8/rxKIghmGv0hH/j222/x888/A0j74lId+CAzlSpVEvt9Hz58OEduYu7VqxdCQ0MBAD///HOGyXuzo0qVKoiPjxfvxaG8R6FQiEOBV6pUiV0YSaScjiC/z/GXXzx9+hReXl5ITk7GhAkTsHDhQnOHRLkYz2+i7Dl//rx47+tvv/2GUaNGGbV+Y1yXlS1bFg4ODrhx44ZRY8sqXlEaQPVeJeWEuNqollHd1pRU92PIfZ5ERJT7lClTBiNHjgSQdt/r+/fvzRwREVH+M2fOHABAhQoVcvVo6LkBk0sDqE4Cq89Eqqplbt++bZKYVB09elSM0draOteP3khERFk3bdo0uLm5IS4uji2XRERGdvnyZXHwtHnz5hmlC3F+xuTSAB8+fBAf6zM/k2oZ5dxGphIfHy/+mg2kjTTm6upq0n0SEVHOc3NzE+c8/fXXX/H06VMzR0RElH9MmDABgiCgXbt26N69u7nDyfU4FYkB4uLixMfaJr/NrIzyvgdTUCgU6NOnjzi4g4+PD2bOnJnleqpUqZLp+qioKBQtWjTDlAaUtzg4OMDBwQGxsbG855JEyukBTPkdRcbXs2dP9OzZU1zm50eZ4flNlHXKVkvAdOeOQqGAXC5HfHw8Tpw4ke06cgNeUeZDX375Jf78808AQKFChbB7927OxUNERERERCbFlksDODk5iYMnJCYm6iyvWsZUI7WNHTtWHLXW2dkZBw8ehK+vb7bq0jTalHK02BYtWmQ7TjIv1VHJnJ2d2XJJIo4mSZR/8fwmyp0UCgUsLCzg7OyMunXrZuu6LLdcy+WOKPIoFxcX8fHbt291llcto7qtsYwePRpLly4FkNZiefjwYTRo0MDo+yEiIiIiIkqPyaUBfHx8xMcPHz7UWV61jOq2hhIEASNHjsTy5csBAK6urjh27Jg4Hw8REREREZGpMbk0QPXq1cXH58+f11letYzqtoZQKBQYOnSo2BXWzc0N4eHhqFOnjlHqJyIiIiIi0geTSwO0b99efHzw4EGtozRFRUXh7t27ANLu1fTz8zN4/3K5HAEBAdiwYQMAoGjRojh+/Dhq1qxpcN1ERERERERZweTSAI0bN4aHhwcA4PHjx9i1a5fGsqoTW3fr1g22trYG7Vsul2PAgAEIDg4GABQvXhzHjx9HtWrVDKqXiIiIiIgoO5hcGkAqleKHH34Ql0ePHo3bt29nKLdr1y6x26qNjQ2mT5+usc5mzZpBIpFAIpFonJsyNTUVffv2xbZt2wAApUqVwsmTJ7M9KiwREREREZGhOBWJgQYOHIiwsDCEhYXh9evXqFevHgIDA1G3bl3IZDIcOnQIoaGhEAQBADB//nyUL1/eoH0OHjwYO3fuBABYWFhg/PjxuHnzJm7evKl1Ow8PD9SuXdugfRMREREREWWGyaWBJBIJtm3bhsDAQGzbtg1xcXFYsmRJhnI2NjaYM2cORo8ebfA+//77b/GxXC7HpEmT9Npu0KBBCAoKMnj/RERERERE6TG5NAJbW1ts3boVQ4cORVBQEE6fPo0XL17A2toapUuXRps2bTB8+HB4e3ubO1QiIiIiIiKTYHJpRC1atECLFi0MquPEiRM6yzx69MigfRARERERERkbB/QhIiIiIiIigzG5JCIiIiIiIoMxuSQiIiIiIiKDMbkkIiIiIiIigzG5JCIiIiIiIoMxuSQiIsrj1q9fD4lEAnt7ezx9+tTc4eQ5ZcuWhUQiQdmyZc0dSr6jfG8lEom5QyEjCgoKEj/XgjiHerNmzSCRSNChQwdzh5LrMLkkIsqFVC/I9JmiKDIyEiVLlhS3+eSTT/D69Wu1MomJiTh//jxWr16NESNGoH79+rCzsxO3CQgIyFZ8Wflr1qxZpvXNnDlT4zYWFhZwcXGBj48P+vbti127diElJUVjbJnVdeTIEb1f24oVKzJsv337dr23z2nv3r3D5MmTAQDjx49HmTJlMi2n7XOxtbVFsWLF0LhxY0yaNAn//vtvTr4EIjKzoKAgzJw5EzNnzkR0dLS5w8n1Fi5cCIlEggMHDuD33383dzi5Cue5JCLK4yIiItCpUyfExMQAAPz9/bFnzx44OjqqlStdujTev39vjhBFFSpUyPI2CoUCMTExiImJwZ07d7Bt2zZUqVIF27ZtQ7Vq1fSqY926dWjVqpXeZfOSH374Ae/fv4eTkxMmTZqUrTpkMhlev36N169f48yZM1i4cCGGDBmCFStWwNra2sgRE1FuExQUhJMnTwIAAgIC4OLiYt6Acrk6deqgY8eO+OOPPzBlyhR07NgRVlZW5g4rV2BySUSUh4WFhaFPnz5ISkoCAPTu3RubN2/ONCGQy+Vqy0WKFIGrqyvu3buX5f2uWbMGCQkJOstFR0dj8ODB4vLQoUN1btO8eXOMGTNGXFYoFHj79i1OnjyJ0NBQpKSk4MaNG2jZsiUuXrwIDw8PjXVZWloiNTUVYWFhePfuHdzc3LTu+9KlS7hy5YratrnZkydPsGrVKgDA8OHD4erqqtd2q1evRtGiRcXlpKQkPH78GGFhYTh37hyAtK62KSkp2LRpk/EDJ6I8LSAgIEu9XfKj7777Dn/88Qfu37+PdevWYeTIkeYOKVdgcklElEetW7cOI0aMEJPG0aNHY8mSJRrvberUqRO8vLxQq1Yt1KpVC6VLl0ZQUJBa8qev1q1b61Vu+fLl4uOqVauiYcOGOrfx8PBAly5dMqz/4osvMGHCBPj7+yM6Ohpv3rzB1KlTERwcrLGuzz77DGFhYUhOTkZwcDDGjRundd9r164FAFhbW6NVq1bYv3+/znjNadGiRUhOToZUKs3ShU3r1q0zvb9wypQpmDdvHr755hsAwObNmzF69Gh88sknxgqZiChfqF+/PmrXro3Lly9jwYIF+OKLL2BhYWHusMyO91wSEeVBc+bMwbBhw8TE8qeffsLSpUu1DpqxefNmTJ8+HR07dkTp0qVzJE5lsgYAw4YNM7i+OnXq4KeffhKX9+zZA5lMprF8/fr1xa6z69ev11p3QkICtm3bBgDo3LkzihQpYnC8phQfH48NGzYAAJo2bYry5csbpd4pU6agZs2a4jLvJyIiylxgYCAA4MGDB9i3b5+Zo8kdmFwSEeUhgiBg7NixmDp1KgDAwsIC69atE5dzk/PnzyMyMhIAYGtriwEDBhilXtVWzfj4eERFRWktP2TIEADA9evX8c8//2gst3PnTsTGxgLQr/su8L8RAyUSCR49egQA+Ouvv9C9e3d4eHjA1tYWZcuWxeeff46rV69m2D48PBw9e/ZE+fLlYWtri6JFi6Jbt25i11Rtdu/ejbi4OABAz5499YpXX6oDL92+fVtjOZlMhj///BPjx49HkyZNUKxYMVhbW8PBwQFly5ZF9+7dsWXLFr26FyvfR2WLqkKhQEhICPz9/VG8eHHY2NigVKlS6NWrF86cOaP3azl37hwGDhwIT09PceCiTz/9FCtXrkRycrLe9SjdvXsXkyZNQq1ateDm5gZra2uUKFECLVq0wMKFC8XPRJMTJ05kGETrzZs3mDVrFmrWrAlXV1cUKlQIderUwdKlS8Uu70rv3r3D3LlzUadOHbi5ucHBwQHVqlXD7NmzkZiYmOXXo01iYiKWL1+Otm3bolSpUrCxsYGrqyuqVauGMWPGiOd3VigUCgQHB6NVq1YoWbKk+Ln27NkTR48e1auOCxcuYOTIkahRowYKFSoEKysruLm5wdvbG59++inGjx+vV10vXrzArFmz4OfnhxIlSsDa2hpubm6oU6cOpkyZgidPnmjdXnXE1JkzZwJISzKmTJmC6tWro3DhwuLn/PDhQ0ilUkgkElSuXFmv1wkAlStXhkQigVQqxcOHD9WeEwQBZ8+excyZM9GmTRt4enrC3t4eNjY2KF68OPz9/bFgwQLxfvzMKL/DlPdbAkC5cuUyDPqVvqdDVkaLTU1NxaZNm9ClSxd4eHjAzs4Ozs7O8PHxwbBhw/D333/rfB8y+66NiIhAnz59ULZsWdjY2KBIkSLw9/dHSEgIBEHQWacxjqMePXqIP+oqf+wr8ASiLPL19RU8PT3NHQYZQC6XCzdv3hRu3rwpyOVyc4dDmfD09BQACACE48ePC4IgCMnJycLnn38urrezsxP27t1r0H42btwo1jdo0CAhJiZGiImJMcIrEIShQ4eKdffv319r2RkzZqjFoU1ycrJYFoBw+vRpjXXNnTtXePv2rWBjYyMAEIYNG6ax3kaNGgkABE9PT0EulwuDBg0S69m2bVum2zRt2lQsExUVJQwZMkQtNtU/S0tLYefOnYIgCEJKSoowatQojWWlUqkQFBSk9X3o2LGjWP7WrVtaywqCoFb/w4cPtZb95ptvxLJt27bVWK5ixYoaX4PqX40aNXTuU1nW09NTeP/+vdCiRQutdS5atEjna54yZYogkUg01lGnTh3h2bNn4vmm7X+bQqEQpk6dKlhaWmqNq0iRIsJff/2lsZ7jx4+rHetnz54VSpQoobG+Jk2aCHFxcYIgCMKFCxeEkiVLaixbu3Zt4cOHDxr3nZXz+++//9a6L+VxOnr0aCE1NVVjParfZbGxsYK/v7/WOocMGaKxPoVCIYwdO1avYw6AkJKSojGuuXPnCra2tlq3t7a2FpYtW6axDtXvzxkzZghbt24VHBwcMtSj/E5T/b44d+6czs/g7NmzYvlmzZpleH7YsGF6vQ9ubm7CkSNHMt2Hakza/tKfG6qvfePGjRpfw82bN4VKlSrprL9Xr15CfHy8xnpU43zw4IEwfvx4rfV1795d4+dvzONIEAShSpUqAgDBxsZGPFezyhjXZZ6enoKvr2+2tjUm3nNJRJQHfPz4Ed26dROn1HBxccGff/6JJk2amDmyzH38+FFt+g5jdIlVSj/Fiq5RDd3c3NClSxfs2LED27dvx6+//goHBwe1Mrdu3RJbw4YMGQKpNOsde7777jvs2LEDlSpVwoABA+Dl5YXY2Fjs2LEDx44dQ2pqKvr374969eph0aJFWLFiBby9vTFw4MAMZRUKBYYPH47GjRvDy8srw75SUlJw7NgxAICrqysqVaqU5Xi1uX79uvjY09NTY7mEhAQ4OzujefPmqFWrFsqWLQtHR0ckJCTg7t27+P3333Hz5k38+++/aNu2LS5evJhhFOP0UlNT0b17dxw/fhx169ZFz5494enpidjYWPzxxx/4888/AQCTJk1C/fr10ahRo0zrmT59OubNmycuf/bZZ+jQoQNcXV3x8OFDBAcH49KlS+jRo4fWqW2URo8ejd9++01c7ty5M9q2bQtXV1c8fvwYW7ZsQWRkJN6+fSve6/vZZ59prfPp06fo1KkTPnz4gP79+6N58+ZwcHDAtWvX8NtvvyE6OhqnTp3CxIkT8e2338Lf3x/x8fHo168fmjdvDkdHR1y7dg3Lly9HTEwMLl++jIkTJ+rsAq7LqVOn4O/vL3Y5Vz2m4+LicPToUYSGhkKhUGDZsmV48+aN2KVcm8DAQBw9ehTlypVDQEAAvL298fHjRxw5cgShoaEQBAHr16+HhYUFVq9enWH7VatWYcmSJQDSekP07NkTDRs2hLu7O1JSUvDmzRtERkbi2LFjYutWZkaMGCHW7+DggB49eqBBgwYoUqQIoqOjERERgR07diA5ORmjR4+GXC7H2LFjtb62M2fOYM6cORAEAX369EGzZs1QqFAhPH78GJaWaZfbgwcPFlsIg4KCUL9+fa11qrYIZnZvfEJCAqysrNCwYUM0aNAAXl5ecHFxgVwux5MnT3Do0CGEh4fj3bt36NSpE86dO4fq1aur1fHTTz/h7du3+P7773Hjxg0AGQf8AgB7e3utsWbm3r17aNSokTi1SenSpTFo0CBUqVIFMpkMp06dQkhICGQyGXbu3Innz5/j+PHj4vulyfTp0xESEoIyZcpgwIABqFKlCgRBwOnTp7FhwwbIZDLs3r0bCxYsEO8fV2Ws40ipYcOGuHHjBmQyGY4dO4bOnTtn+b3KV8yc3FIexJbLvC+rv5Ap5HJBHvOWfzFvBUUOtfSq/tq/c+dO4ZNPPhGXS5UqJVy7ds0o+zFVy+WaNWvEen18fHSWz0rL5YoVK8SyDg4OQlJSksa65s6dKwiCIBw5ckRct379+gx1TpgwQQAgWFhYCE+fPhUEQchyyyUAYeDAgZn+yj1gwACxjPKz1FS2X79+YtnRo0dnut8LFy6IZbS1LKpSjVNbK+I///wjWFhYiGWDg4M1lj1w4IAgk8k0Pi+Xy4VZs2aJdc2ZM0ev+AAIv/zyS6blfvjhB7FMp06dMi1z8eJF8TVYWFgI27dvz1AmJSUlQ0uzpv9tf/75p1jGxsZG2LdvX4Yyqampwrhx49Rai96+fZuhnGrLJQDBxcUl01as69eviy1rVlZWQo0aNTSWjYyMFFvnLS0thVevXmX6OvQ5vxMSEoQyZcqI8QUGBgrJyckZyp04cUJwdHTU2Xql+l2m/MwSEhIylDt8+LBgZ2cnljt48GCGMtWqVRNf48WLF7W+jpMnTwoKhSLDetXvvMaNGwvPnj3LdPtr166JLcpWVlbC/fv3tdal/MwvXLigMaaPHz+K75mLi0uG7y5ViYmJgouLiwBAcHR0FD5+/JihTERERKbHmKoDBw6Ix1Hr1q01llP9LtPVy0AQ9Gu5VP2/1bZt20xb9a5fvy4UL15cLDdjxgyd8eH/WyYzO46OHz8unvvu7u6Zfj8Z4zhStX79ejGuyZMnay2rSX5quWRySVnG5DLvy+qXmDzmrRDTtzz/+pYX5DHa/5Ebi+oFmeoFXKVKlYTHjx8bbT+mSi7r1q0r1rtgwQKd5fVNLq9cuSIULlxYLNuvXz+tdSmTS4VCIZQrV04AIDRq1EitvEwmE4oUKSIAENq3by+uz2py6ePjozHRevLkiVr3zMqVK2ss++jRI7FshQoVMi2jejEzbty4TMukpy25TEpKEu7cuSPMmzdPcHZ2FstVrFhRZ5cwfTRu3FgAIHh7e+sVn7Zu1KmpqUKpUqUEIK1reGbx9e7dW6xrypQpGutKSUkRatSooTO5bNCggVhGW3dchUIhNGvWTCz7ww8/ZCiTPrncvHmzxvrSJ7/aygYGBur8QUCf83vVqlViPbVq1dLa5VX1+6NixYqZ/j9R/S4rVaqU1m6DixYtEstm1g1UmUDXrVtX62vQRCaTCaVLlxYACCVLltT5Xhw8eFCM58svv8zwfPrkcseOHTpjGDx4sFg+sx89lLZt26aW4Bviu+++E+vSlEwbO7lUfe9KlSolxMbGaqwrPDxcLFuoUKFMy6rGV7FiRSExMVFjfarn/6lTpzI8b+hxlJ5q92VtCbw2+Sm55IA+RES53MePH8XHgYGBWud1zA3+/fdfXLhwAUDalB6DBg3K0vZPnjxBWFiY+Pf7779j7dq1GDBgAOrXr4/3798DSJunc/bs2XrVKZFIxFH9zpw5g1u3bonPhYWF4e3btwD0H8gnMyNHjsx0flEAKFOmjFr3Um1lPT09xbIPHjzIMKALALWBPXTN3ZmZ9AN22NraolKlSpgyZYo4qFGFChVw+PBhnV3U9KHsvn337l3x89Nm4sSJGp+zsLBA8+bNAaQNOJN+QKeUlBTs3bsXQNpcpRMmTNBYl6WlJb7++mutsfz333/iAEuurq5ap3yRSCSYNm2auBwaGqq1bnd3d/Tt21fj835+fnqX/fTTT8XHyu6N2aEa8zfffKN1aoWBAweKA73cu3cv00GrVH355Zdau0WPGDEChQoVApA28NGbN2/Unld2Z79//z4+fPigdV+ZOXLkCP777z8AwKhRo+Ds7Ky1fJs2bVC8eHEAaQN1aVOmTBn06NFDZwyqc0NqGwhH9TlD55NUPY70GSzMGFSPozFjxsDJyUlj2ebNm4sxxsTEiLd/aDJq1CjY2tpqfL5Vq1biY9Uu/kqGHkfpqX4H69ONNr9jcklElMup3iPzzTffYNmyZWaMRjfV6Ue6du2a5Sk9jh8/jq5du4p/3bt3xxdffIGQkBBxdE8fHx8cPXpU6/2A6Q0ePFi8UFa9J00Zb7FixdCxY8csxapK1xyeyotUAGjQoIFeZQVBEO9XUqWaoGUnudTGwsICCxYswLVr1zKdCzO92NhYrFmzBl26dIGXlxecnZ1hYWGhlryq3vuovLjXxMHBATVq1NBaRnUqnfQXh//++6+YkNesWTPDvWPp6ZqzVfVivFmzZlovaoG0aWGUF683btzQOnps3bp1tSZvqsdMVsoacsGsHFFZIpGgTZs2WstKpVK1MmfPntVaXtd7bWdnh8aNG4vL58+fV3u+bdu2ANJen5+fHzZt2oR3795prVOV6oioycnJaj9iafpTJqAPHjzQOu1RkyZN9LpX28/PDxUqVACQluw+f/48Q5lnz56JCZaXl5dacpieQqFAWFgYBg0aJI5Qa2VlpXb+tWvXTiyv6/wzFtXzRvm5adO+fXvxsa7jSNN91kravh9U48nucZRe4cKFxceG1JNfcEAfIqJc7tdff8WWLVuwYcMGCIKAMWPGICkpSWeLizkkJiZiy5Yt4rIxBvKRSCRwdHRE8eLFUbt2bXTp0gXdunXT2PKnSalSpdC2bVvs378fmzdvxty5c/Hs2TNxYJyAgACDWul0JXk2NjbZKptZy6XqOm0tApqoDtiRmpqK58+fIyIiAmFhYZDL5Zg/fz78/PxQr149rfXs378fgYGBGQZZ0kbbtAgAxOkbtNH2/jx79kx8XLFiRZ3xuLu7w8XFJdMkPn19+gycZGFhgQoVKiAyMhIKhQIvX77U+Bnl5DGjj5iYGLGnRLFixcRWRG1U35PMEiVV+nwe3t7eOHDgAAD19x4A5s2bhzNnzuDRo0e4ceMGAgICIJFI4OvriwYNGsDPzw/t2rXT+IOCaqvSDz/8oDOW9N69e4eSJUtm+lyZMmX0qkMikWDQoEGYPn065HI5goODMWXKFLUywcHBUCgUAKC158f9+/fRo0cP/Pvvv3q+At3nn7Fk9bzJynGk6wdLXeeCocdReqot4MaeDigvYnJJRDpJHF3huPK87oIFgMTRNcf3KZVKsW7dOtja2mLFihUAgMmTJ0Mmk+H777/P8Xi0CQ0NFS/SK1SogBYtWmS5jkGDBumcNy27hg4div379+PNmzf4448/cPXqVXE+NOV8mNmVlRFmszMarSrV1jNlN9asaN26dYZWyTFjxuCff/6Bv78/Xr16hVatWuHSpUuZjlYLpLVwde3aVRxp1dfXF/7+/vDy8kKRIkVgY2Mjvs7t27djx44dAAC5XK41NkPfG9WWwvSjAmvi4OCgMblUrU/XSLdKqsmkts8nJ48ZfZjytQL6fR6qZdK3+pYuXRpXrlzBvHnzEBQUhJcvX0IQBNy4cQM3btwQR5rt1q0b5s+fn6Fng6bPWF/a5kW1s7PTu55BgwZh5syZUCgU2LRpU4bkctOmTQDSPnNNyWVsbCyaN28utkQWK1YM7dq1Q9WqVVGsWDHY2dmJLd3Xr18Xu2vrOv+MRfnZWVpaqiV7mmTlODL0XDD0OEpPNd6sHAf5FZNLItJJIpVC4mzcrneUNRKJBL/99htsbGzw66+/AgCmTZuGpKQk/PTTT2aO7n9Uu8QOHTpUZwtUTvvss89QvHhxvHz5EqtXr8bNmzcBpHVl1KdVJbdQbcUyZjes+vXrY+XKlRgwYABiY2PRp08fnD9/PtPPcdq0aWJiuXjxYq1TNZw+fdpoMeqiepEaHx+v1zbaymWnPtWkSNd9fbmJqV9rfHy8XmUyi0fJxcUFc+fOxezZs3H9+nWcOXMGZ8+exYkTJ/DkyRPI5XKEhoYiPDwc586dU/txRDVhDg8PF+/dzWkeHh5o3rw5jh07hlu3buH8+fNiL4F//vkHt2/fBgC0aNFCY4vo8uXLxcTy888/R1BQkMYkzsrKygSvQjsnJydER0cjNTUVycnJOnua5PQ5Y8hxlJ7qd7Cxb1PIi3jPJRFRHrJo0SJ8++234vLs2bMxadIkM0b0P7dv38apU6cApF3MZDYvm7lZWlqKLQFHjhwRu24ZMpCPOZQrV058bOx7fPr37y/e93bx4sVMW5FTUlJw/PhxAECtWrV0zgGoOgCRqZUqVUp8fO/ePZ3l37x5o7VFS7W+O3fu6KxPLpeLgwxJpVK1eyFzu0KFCokJ2MuXL/VqFVd9TzR1GVXS5/NQLaP63qcnlUpRvXp1jBgxAps2bcLjx49x5swZVKtWDUDaeTF16lS1bVTvxXvy5InOWExJ9ftR9RzTNbel0qFDhwCkfacpf3jUJCfPP6WsnjdZOY6MKTvHUXqq38Gq380FFZNLIqI8Zs6cOZg1a5a4vHDhQowePVrs3mkuqq2WHTt2RLFixcwYjWbpu7+6uLjoNcpjbqI6yJOy9dWYVFvDlS3kqt6+fYvU1FQAaffIaZOYmCgmojmhRo0aYrfhq1evZhhxND1dI1OqDr504sQJrYO6AEBERITY+lalSpVs3RNrTvXr1weQNpjU4cOHtZYVBEFMcgDdg1rpeq8TExPFH6hUY9FXw4YN1e75Vh3AB4BaS6Xyvk5z6datm9hCt337dshkMshkMmzfvh1AWqLftWtXjdu/fPkSQFpLmeqAMpnZv3+/znhUu5oa43+J6nmjeoxoojoar67jyNR0HUfpqX4H16xZ01Rh5RlMLomI8qDp06erjcC5fPlyDB8+3GwJZnJyMjZv3iwuG2MgH1OpWLEiBg8ejPr166N+/fqYOHGizhFAc5vq1auL96b9888/4uAfxtKsWTNxhMpnz55h5cqVas+r3hd39+5drXUtXLhQr+lHjMXKygqdO3cGkDZYkbIbeWbkcjkWLFigtb7SpUuLF7vv37/H6tWrtZZXTcx79eqlb9i5hmrM8+bN03psBQcHi4PkVKxYUeeF9YoVK7R2t12zZo044Ezz5s2zPNI0AJQvX158rPwBRKlt27YoUaIEAGD37t0ZRqPNSXZ2dujduzeAtFFL9+7di7CwMLEVvXfv3lrv31Oeg69fv9Y6SM/ff/+tV3Kn2mVYdfqr7FI9jpYuXar1c4+IiEBERASAtKRadSoRc9F2HKWnOrqtrpFsCwIml0REedTkyZOxZMkScXnt2rUYPHiw0RMNfezZs0ecK9LT01PnlAPmtmHDBpw7dw7nzp3LdYMi6cPKygotW7YEkDaYhClaL2fMmCE+njt3rtoFp7OzM3x8fAAAV65cwdatWzOtY/369Zg5c6bRY9Pl66+/FgczmT9/Pnbt2pWhTGpqKkaNGoUrV67orE+1W9w333yT6cW6QqHApEmTEB4eDiCtRUnbnJi51YABA8T7/C5evIgRI0ZkenF96tQpjB49WlyeOnWqzoFWnj59iv79+2c6gmd4eDi+++47cfmbb75Re/7FixcYP368zh8zVKdqql27ttpzdnZ24ty4crkcHTt2xNGjR7XWFxsbi5UrV2Z6DBkq/ZyXWZnbUrWFefLkyZn+sHjhwgX06NFDrx8dVZOpS5cu6SyvS+vWrVG3bl0AaZ/7559/joSEhAzlbt26hT59+ojL48ePN2lrvzGOo/SU067Y2NhkaxC7/IYD+hAR5WFjxoyBra0tRowYAUEQsGnTJshkMgQHB2eYViM8PFy88FWKjIwUH1+5cgU//vgjgP8N5V67dm1069ZNZxyqXWKHDBmSIyNbFnTdu3fHH3/8ASBtbtCqVasatf6WLVuiUaNGOHPmDN68eYMlS5aoJVkTJkzAF198ASDtPs3du3ejRYsWcHd3x9OnT/H777/jzJkzcHJyQps2bUxyca5JnTp18N133+HHH39EamoqevbsiY4dO6JDhw5wdXXFw4cPERwcjBs3bqBRo0Z49OiR1ukPOnTogC+//BK//fYbEhMT0a5dO3Tp0gVt27aFi4sLHj9+jC1btohTQlhYWGDTpk15cnAPOzs7bN26Ff7+/pDJZFi7di1OnTqF/v37o0KFCvj48SOOHj2KnTt3ij9k9e7dW+uUGUo9evTArl27UKVKFQQEBMDb2xsfP37EkSNHEBoaKtb3xRdfZPiBSiaTYfHixVi8eDGqV68OPz8/VKlSBW5ubpDJZHj27Bn27t0rXuhLpdJM75UbPHgwIiMjsXjxYrx+/RqtWrVCo0aN0LZtW5QvXx42NjaIiYlBVFQULl68iJMnTyI5ORnz58839K3NoFGjRvD29sbdu3fVuiBXqlRJZ9fQ0aNHY926dUhNTcWaNWtw+fJl9O7dG2XKlEF0dDSOHTuG3bt3Q6FQYPDgwdi4caPW+lq3bi3+WDl58mS8fv0aPj4+4kA8dnZ2aNq0aZZe35YtW1CvXj1ER0dj37598PHxQUBAAHx9fSGTyXD69Gls3rxZ7GrepEkTnfc3GspYx5HSq1evxB/32rRpo/coy/maQJRFvr6+gqenp7nDIAPI5XLh5s2bws2bNwW5XG7ucCgTnp6eAgABgHD8+HGd5Tdu3ChIpVJxm27dugnJyclqZWbMmCE+r+/foEGDdO47KipKkEgkAgDBwsJC+O+//7L8elVj02ef+tY1d+7cbNczaNAgsZ5t27ZlWqZp06ZimYcPH2qtz9hl4+PjBScnJwGA4Ofnp/P1qH6uuvavdOjQIXEbFxcX4cOHD2rPjxw5UuvxU7RoUeHo0aNqn4mm41n5vD7/X/SpTxAEYfLkyeKxmdnfJ598Ijx//lw837TtW6FQCN99951gYWGh9TW7ubkJBw4c0FjP8ePH9T7WjV02JiZGiImJ0VqPUkREhFCyZEmtr1UikQhffvmlkJKSorEe1e+yuLg4oXXr1lrrDAwMFFJTUzPU8+jRI72/t1xcXITQ0FCtr2/VqlVCoUKF9KrP0tJSCA4OzlDHxo0bxTIzZszQ631Nb86cORn2p+/3VnBwsGBtba0xbisrK2HhwoVqx4amOOVyudCqVSuNdaU/N1Rf+8aNGzXGeOPGDaFSpUo63+MePXoIHz9+1FhPVr4/tb1eYx9Hy5cvF8vv2bNHa1ltjHFd5unpKfj6+mY7BmPhT8tERPlAQEAAQkJCxNbK33//HV27dtU5+IgxrFu3Tux21b59e60jPJLx2Nvbi4MTnTp1Cvfv3zf6Plq3bi0OzBEdHZ2h9WbFihXYv38/OnbsiKJFi8LS0hJFihTBJ598gh9++AHXrl0Tu++ag3Ky9H79+qF06dKwtraGu7s7mjRpgt9++w2nT58W78HTRSKRYPbs2bh58yYmTJiAGjVqwNXVFVZWVihWrBiaNWuG+fPn48GDB2jXrp2JX5np+fn54f79+1i2bBlat26N4sWLw9raGoUKFUKVKlXw1Vdf4erVq1i+fHmGXhKaODo64q+//sKmTZvg7+8v1lmiRAl069YNhw8fFucYTM/T0xMPHjzA6tWrMWjQINSuXRuFCxcW51EsWbIkWrVqhYULFyIqKkrnIF3Dhw/HkydPsGzZMnTq1AkeHh6wt7eHpaUlChcujFq1amHgwIHYsGEDnj9/jv79+2frfdRl4MCBaj09pFIpBgwYoNe2/fv3x6VLlzB48GCULVsW1tbWcHZ2RuXKlfHVV1/h0qVLmDBhgl51SaVS7N+/H8uWLUPz5s1RtGhRo0xh4uvri+vXryMoKAidOnVC6dKlYWNjA0dHR1SsWBFDhgxBREQEQkND9Z6X1hDGPo6ULcLlypVDx44dTR5/XiARBDON/kB5VpUqVRAfHy/exE95j0KhEIf9rlSpErswkkg59UBempuvIHv69Cm8vLyQnJyMCRMmYOHCheYOiXIxnt9ExnP+/Hnx3tfffvsNo0aNynZdxrguK1u2LBwcHHDjxo1sx2EMvKIkIiLKo8qUKSMOGrN27docHZWViKggmzNnDgCgQoUKuXqE9JzG5JKIiCgPmzZtGtzc3BAXF8eWSyKiHHD58mVxQLV58+YZpQtxfsHkkoiIKA9zc3MT5zz99ddf8fTpUzNHRESUv02YMAGCIKBdu3bo3r27ucPJVTgVCRERUR43ZMgQcXAfIiIyrRMnTpg7hFyLLZdERERERERkMCaXREREREREZDAml0RERERERGQwJpdERERERERkMCaXREREREREZDAml0RERERERGQwJpdERERERERkMCaXRAWQRCIRHysUCjNGQkRERFSwqV6LqV6j5UVMLokKIIlEAgsLCwBAcnKymaMhIiIiKriU12IWFhZMLokob3JwcAAAxMXFmTkSIiIiooJLeS2mvDbLy5hcEhVQzs7OAIDo6GgkJiaaORoiIiKigicxMRHR0dEA/ndtlpdZmjsAIjIPBwcH2NvbIyEhAU+ePIGLiwucnJxgbW0NqZS/OxVUyvs+eC8uUf7D85sod1AoFEhOTkZcXByio6OhUChgb2+fL1oumVwSFVBSqRRlypTB06dPkZCQgPfv3+P9+/fmDovMTC6XA4B4Ty4R5R88v4lyJ3t7e5QpUyZf/LjP5JKoAFMmmPHx8YiNjUV8fLx48UEFU3x8PID80TWHiNTx/CbKPSwsLODg4ABnZ2c4ODjki8QSYHJJVOBJpVI4OTnByckJACAIAgRBMHNUZC4nTpwAANStW9e8gRCR0fH8JsodJBJJnh8VVhMml0SkJj9/4ZH+8ssvqESUEc9vIjIVfrsQERERERGRwZhcEhERERERkcGYXBrR8ePHERAQAC8vLzg4OMDV1RXVqlXD119/jXv37plsv2FhYejZsyfKlSsHOzs7FClSBHXq1MHMmTPx/Plzk+2XiIiIiIhIifdcGoFMJsPQoUMREhKitj4hIQHR0dG4fv06li9fjp9//hljx4412n4/fPiAPn364NChQ2rrk5KS8O7dO1y+fBmLFy/GmjVr0KtXL6Ptl4iIiIiIKD0mlwYSBAH9+vXD7t27AQCOjo4IDAxE3bp1IZPJcOjQIezatQtJSUkYN24crKysMGrUKIP3m5SUhM8++wxnzpwBALi7u2Po0KGoWrUqYmNjsWfPHhw+fBgxMTHo27cv7Ozs0LFjR4P3S0RERERElBkmlwYKCQkRE0t3d3ecPHkSlStXFp8fMmQIQkND0bt3bwiCgAkTJqB9+/YoW7asQfudP3++mFh6e3vj+PHjKFmypPj8iBEjsHDhQkyaNAlyuRxDhw7FvXv3OLcVERERERGZBO+5NIAgCJg2bZq4vHz5crXEUqlnz54YMWIEgLQutLNmzTJov7GxsZg3b564HBwcrJZYKk2cOBHt2rUDALx+/Rq//vqrQfslIiIiIiLShMmlAU6dOoXHjx8DADw9PdGjRw+NZSdOnCg+3r17N2QyWbb3u3fvXsTHxwMAmjRpgnr16um1361bt2Z7n0RERERERNowuTTAgQMHxMdt27bVOilxhQoV4O3tDQCIi4tDRESEUfbboUMHrWWbNm0KBwcHAMDdu3dNOmotEREREREVXEwuDRAZGSk+1tZ6mFkZ1W1NuV9LS0vUqlXLKPslIiIiIiLShMmlAe7cuSM+LleunM7yqmVu376drX0KgqDW+phT+yUiIiIiItKGyaUBPnz4ID4uUqSIzvKqZaKjo7O1z48fPyIlJSXH90tERERERKQNpyIxQFxcnPjYzs5OZ3nVMrGxsQbv09T7rVKlSqbrb9++DalUavB0KkSU+ygUCgDQeg85EeVNPL+J8q9nz57B1tbW3GEwuaSsU/5zUg4URJlTKBR49+4d3Nzc8sQ/cnPGa+p9G7t+Q+szZPusbpvV8lFRUQDSBiEjzXh+55598/zm+W1sPL9zz755fmetfGJiYpZiMgmBsq1w4cICAAGAEBkZqbP8kiVLxPI9evTI1j5jY2PFOgAIsbGxOrcZP368WH7SpEnZ2q8qX19fwdfX1+B68ruHDx8KAISHDx+aOxS9mDNeU+/b2PUbWp8h22d126yW5/mtH57fuWffPL95fhsbz+/cs2+e33nv/M79P8fkYi4uLuLjt2/f6iyvWkZ126xwdHSEpeX/Gpxzar9ERERERETaMLk0gI+Pj/j44cOHOsurllHdNiskEok4X2ZO7peIiIiIiEgbJpcGqF69uvj4/PnzOsurllHd1pT7TU1NxZUrV4yyX8oaFxcXzJgxI8+0FpszXlPv29j1G1qfIdtnddu8dhzmFXntfeX5nXP18fzO+/La+8rzO+fq4/mtm0QQBMHcQeRVf//9Nz799FMAgKenJx48eKDxhtuoqCh4eXkBAJycnPD69etsj+gUHByMgQMHAgD8/PwQERGhseyxY8fg7+8PAKhYsSLu3r2brX2qUo4ie+PGDYPrIqLchec3Uf7F85so/8ot5zdbLg3QuHFjeHh4AAAeP36MXbt2aSy7cOFC8XG3bt0MGiq4U6dO4kitf//9t9bWS9X99u3bN9v7JCIiIiIi0oYtlwbatGkTAgICAABFixbFyZMnM9zXuGvXLvTq1QuCIMDGxgY3b95E+fLlM62vWbNmOHnyJABgxowZmDlzZqblZs2aJT5XqVIlhIeHo2TJkmplFi5ciEmTJgEAihQpgvv376NQoULZfKVERERERESap5QV9QAAEGdJREFUcZ5LAw0cOBBhYWEICwvD69evUa9ePQQGBqJu3bqQyWQ4dOgQQkNDoczh58+frzGxzIrJkyfj4MGDOHfuHO7cuYOaNWti2LBhqFq1KmJjY7Fnzx4cOnQIAGBhYYG1a9cysSQiIiIiIpNhy6URJCUlITAwENu2bdNYxsbGBnPmzMGECRO01qVvyyUAvH//Hp9//jmOHDmisYyzszNWrVqFPn36aH8RREREREREBmDLpRHY2tpi69atGDp0KIKCgnD69Gm8ePEC1tbWKF26NNq0aYPhw4erTSFiDIULF8bhw4exZ88ebNmyBRcuXMCrV6/g4OAAT09PfPbZZxg+fDhKlSpl1P0SERERERGlx5ZLIiIiIiIiMhhHiyUiIiIiIiKDMbkkIiIiIiIigzG5JJO6evUq/Pz8YGdnh3LlymH58uXmDomIjODixYsYOHAgvLy8IJFI8P3335s7JCIykp07d6JDhw4oUaIEChUqhE8//RSnTp0yd1hEZASbNm3CJ598AhcXFzg4OKB27drYvn270erngD5kMm/evEGrVq1Qr1497Nu3D5cvX8a4ceNQqFAhDBgwwNzhEZEBTp8+jXPnzqFJkyZ4+/atucMhIiNavHgxKlasiN9++w2Ojo7YuHEjWrZsifPnz6NGjRrmDo+IDPDhwwd06dIFNWvWhK2tLcLCwtCnTx/Y2tqiS5cuBtfPAX3IZH788UcsW7YMjx49gr29PQBg1KhROHr0KO7evWvm6IjIEAqFAlJpWueXsmXLon///vjpp5/MHBURGcO7d+/g5uYmLisUClSrVg2NGzfGmjVrzBgZEZlCkyZNUKJECYSGhhpcF7vFkskcOnQI7du3FxNLAOjZsyfu3buHBw8emDEyIjKUMrEkovxHNbEE0s73qlWr4uHDh2aKiIhMyc3NDSkpKUapi1cHBdSlS5fw888/o1u3bihdujQkEgkkEonO7RITEzF9+nR4e3vD1tYWJUuWRGBgIJ49e5ah7N27d+Hj46O2Trl8584d47wQIsogJ85vIjIPc5zfcrkcFy5cgJeXlzFeAhFpkJPnd2pqKmJjY7Fjxw4cOXIEw4cPN86LEKhA6ty5swAgw582iYmJQoMGDQQAQokSJYRevXoJ9erVEwAI7u7uQlRUlFp5S0tLYeXKlRnqACBs2bLF6K+JiNLkxPmtytPTU5g6daqxXwYRZSKnz29BEITFixcLFhYWQmRkpDFfChGlk1Pn94sXL8S6LSwshNWrVxvtNXBAnwKqYcOGqF69OurWrYu6deuibNmykMlkWrf56aefcO7cOTRs2BCHDx+Go6MjAGDRokWYOHEiAgMDceLEiRyInoi04flNlH/l9Pn9zz//4JtvvsH333+PatWqGfvlEJGKnDq/ixQpggsXLiAuLg4HDx7EV199BTc3N3Tv3t3g18ABfQgAYGtrC5lMBk2HQ3JyMooWLYqYmBhcvnwZtWrVUnu+Ro0aiIyMxMWLF1GnTh0AQNGiRTFx4kRMmTJFLPfy5UuUKFECBw4cQLt27Uz3gohIZIrzWxUH9CEyH1Oe348ePUKDBg3w6aefYseOHXp1zyMi4zH1/2+lYcOG4eTJk0YZcJP3XJJeTp8+jZiYGFSoUCHDgQsAPXr0AAD8+eef4jpvb2/cvn1brZxyuVKlSiaMloiyIjvnNxHlDdk9v6Ojo9GhQweULVsWmzZtYmJJlAsZ6/93zZo1jTbYJpNL0su///4LAKhdu3amzyvXR0ZGiuvatGmDAwcOIDExUVy3a9cuVKxYEeXLlzdhtESUFdk5v4kob8jO+Z2cnIxu3bohISEBe/fuhZ2dnekDJaIsM9b/7zNnzqBs2bJGiYn3XJJenjx5AgAoXbp0ps8r1z9+/FhcN2LECCxduhS9evXCuHHjcOXKFaxevRobNmwwfcBEpLfsnN9v3rzByZMnAQAJCQm4ffs2du3aBQcHB3Z5J8pFsnN+jxo1CidPnsTatWvx8OFDcQoSGxubTFtHiMg8snN+N2/eHN27d4ePjw+SkpKwd+9ebN261Whz2DK5JL18/PgRANTmrFTl4OAAAIiLixPXubu748iRI/jqq6/QoUMHFCtWDIsWLcKAAQNMHzAR6S075/eNGzfQs2dPcXn37t3YvXs3PD098ejRI9MFS0RZkp3z++jRo1AoFBgyZIhaWZ7fRLlLds7vGjVqYNmyZXj69CkcHBzg6+uLP//8E5999plRYmJySSZVs2ZNnDp1ytxhEJGRNWvWTOMAA0SUtzGBJMq/Fi9ejMWLF5usft5zSXpRDmuckJCQ6fPx8fEAACcnpxyLiYiMg+c3Uf7F85so/8qN5zeTS9KLh4cHAOC///7L9Hnlek9PzxyLiYiMg+c3Uf7F85so/8qN5zeTS9JLjRo1AACXL1/O9Hnl+urVq+dYTERkHDy/ifIvnt9E+VduPL+ZXJJeGjdujEKFCiEqKgpXr17N8PyuXbsAAB07dszhyIjIUDy/ifIvnt9E+VduPL+ZXJJerK2t8dVXXwEAvvzyS7EPNwAsWrQIkZGRaNq0KerUqWOuEIkom3h+E+VfPL+J8q/ceH5LBA73VyDt378fP/74o7h8/vx5CIKA+vXri+umTZuGDh06iMtJSUlo1qwZ/vnnH5QoUQJ+fn54/Pgx/vnnH7i7u+PcuXMoX758jr4OIsqI5zdR/sXzmyj/yg/nN6ciKaDevHmDf/75J8N61XVv3rxRe87W1hbHjx/H3LlzsXXrVoSFhaFw4cIICAjAjz/+qHECVyLKWTy/ifIvnt9E+Vd+OL/ZcklEREREREQG4z2XREREREREZDAml0RERERERGQwJpdERERERERkMCaXREREREREZDAml0RERERERGQwJpdERERERERkMCaXREREREREZDAml0RERERERGQwJpdERERERERkMCaXREREREREZDAml0RERERERGQwJpdERERERERkMCaXREREREREZDAml0RERERERGQwJpdERERERERkMCaXRERERta3b19IJBKT/llaWiIhIUFjDCNHjhTLli1bNudePBERFVhMLomIiIzs0qVLJt+Hj48P7O3tNT6/b98+8XHHjh1NHg8RERGTSyIiIiOKjY3FvXv3TL6f2rVra3zuypUr+O+//8RlJpdERJQTLM0dABERUX4ilUpx+PBhvcquWrUKu3fvFpe7dOmCL7/8Uq9ty5cvr/G5P/74Q3zs5OSEZs2a6VUnERGRIZhcEhERGZGjoyP8/f31KrtgwQK15TZt2ui9rTZ//vmnWp3W1tYG10lERKQLu8USERGZydWrV9WWa9asaXCdz58/x+XLl8VldoklIqKcwuSSiIjIDF6+fIlXr16Jy1KpFNWrVze43n379kEQBACAhYUFOnToYHCdRERE+mBySUREZAbpWy0rVqyodfRXfaneb9mwYUO4ubkZXCcREZE+mFwSERGZgSm6xCYkJODYsWPisrYusRUqVDD63JtRUVEGvwYiIsq7mFwSERGZgSmSy6NHjyIpKUlc7tSpU6blXr16hQcPHhi8P1XFihVDhQoVjFonERHlLUwuiYiIzMAUyaXqKLFeXl7w8fHJtNzZs2cN3ld6DRs2NHqdRESUt3AqEiIiohyWkJCAe/fuqa0zNLkUBAH79u0TlzW1WgJA7dq1ceTIEY3PKxQKdOjQAampqQCAcuXKYc2aNVr37+npmcWIiYgov2FySURElMMiIyOhUCjE5WLFiqF48eIG1XnhwgW8fPlSXNZ2v6WHhwc8PDw0Pn/79m0xsQSAevXqGWX+TSIiyt/YLZaIiCiHmbpLrKurK5o0aZLtukwRHxER5X9MLomIiHKYqZPLdu3awdIy+52T0sdXq1atbNdFREQFB5NLIiKiHGbs5PLJkyf4999/xWVtXWL1YWh8J06cEKcnCQoKMigWIiLKO5hcEhER5SCFQoFr166prTM0uVRttbS0tETbtm0Nqk81uSxevDiKFStmUH1ERFQwMLkkIiLKQXfv3kVCQoK4bG9vD29vb4PqVE0uP/30U7i4uGS7rpcvX+LVq1fiMrvEEhGRvjhaLBERUQ5K3+W0WrVqkEqz/1vvx48fceLECXHZ3F1iAaBZs2YQBMGgOIiIKO9hyyUREVEOMvb9locOHYJMJhOXtc1vqQ+OFEtERNnF5JKIiCgHGTt5U+0S6+vri/LlyxtUH5NLIiLKLiaXREREOciYyZtCocCBAwfEZUO7xALq8Tk6OsLLyyvLdegaLTYoKEh8Xtml96+//kLnzp1RsmRJ2NjYoGTJkujZsyf++eefbL4SIiLKaUwuiYiIckj6wXKkUimqV6+e7frOnTuHN2/eiMuGdolNSkrCvXv3xOXq1asbdD+oPgRBwPDhw9G+fXv88ccfePHiBZKTk/HixQvs2rULjRo1wsaNG00aAxERGQeTSyIiohySvtWyYsWKsLe3z3Z9f/zxh/jY3d0dDRo0yHZdABAVFQWFQiEuV65c2aD69DFjxgysWbMGLVq0wJYtW3DhwgVERERg8uTJsLS0hEKhwMiRIxEVFWXyWIiIyDAcLZaIiCiHmPJ+y/bt2xvcyvjo0SO1ZU9PT4Pq08fff/+NKVOm4Oeff1Zb7+fnBy8vL3zxxReQyWRYuXIlFixYYPJ4iIgo+9hySURElEOMmVw+ePAAN2/eFJcN7RILAImJiWrLdnZ2BtepS/Xq1TFnzpxMnwsMDESxYsUAQG26FSIiyp2YXBIREeUQYyaXqq2WNjY2aN26dbbrUq1H1fXr1w2uU5cBAwZobHG1sLBAnTp1AIDdYomI8gB2iyUiIsoBCQkJaoPlAIYll6r3WzZv3hyOjo7Zrksp/T2WmzdvhoWFBdq0aQNXV1dIJBLUr18fTk5OBu9L0z7Tc3NzAwDExsYabZ9ERGQaTC6JiIhyQGRkpNpgOcWKFUPx4sWzVVdMTAz+/vtvcdkYU5AAgJeXF2rXro3Lly8DSBvJdcOGDdiwYYNY5u3bt0bZl5KDg4PW55WtmqrvHRER5U7sFktERJQDjNkl9uDBg0hJSRGXjZVcAsD69evh4uKS6XOlS5cWWxKJiIjSY3JJRESUA0x1v2XNmjVRpkyZbNeVXs2aNXH79m18/fXXqF69OgoVKgSJRCI+R0REpAm7xRIREeWAVatWYdWqVQbXk5qair/++ktcNmarpVKxYsXwyy+/4JdffjF63URElH+x5ZKIiCgPOX36NN6/fy8umyK5JCIiyg4ml0RERHmIapfYEiVK4JNPPjFjNERERP/D5JKIiCgPUU0uP/vsM/F+SCIiInPjPZdERER5yJ07d8wdAhERUabYcklEREREREQGkwiCIJg7CCIiIiIiIsrb2HJJREREREREBmNySURERERERAZjcklEREREREQGY3JJREREREREBmNySURERERERAZjcklEREREREQGY3JJREREREREBmNySURERERERAZjcklEREREREQGY3JJREREREREBmNySURERERERAZjcklEREREREQGY3JJREREREREBmNySURERERERAZjcklEREREREQGY3JJREREREREBmNySURERERERAb7P36/KWVOslBkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "plt.plot(tin,np.ones(len(tin)),'k:',lw=2)\n",
    "\n",
    "plt.plot(tin,np.mean(tu,axis=1),color=c1,lw=2,label=r'K17PMm(Uniform observations)')\n",
    "plt.plot(tin,np.mean(tr,axis=1),color=c2,lw=2,label=r'K17PMm(Random observations)')\n",
    "\n",
    "plt.xscale('log')\n",
    "plt.xlabel(r'$T/\\tau_{\\rm in}$',fontsize=20)\n",
    "plt.ylabel(r'$\\tau_{\\rm out}^{\\rm median}/\\tau_{\\rm in}$',fontsize=20)\n",
    "#plt.title(r\"N=60,$\\sigma_{\\rm e}=\\sigma_{\\rm SDSS},y[0]=m$\",fontsize=20)\n",
    "plt.title(r\"S21 prior (N = 445, $\\sigma_{\\rm e}=\\sigma_{\\rm OGLE}$)\",fontsize=20)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.xlim(1,1000)\n",
    "plt.grid()\n",
    "plt.ylim(0,1.5)\n",
    "plt.legend(fontsize=15,loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8efecad3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
